In [1]:
import gensim
from sklearn.externals import joblib
from os import path
import matplotlib.pyplot as plt
from wordcloud import WordCloud
from random import shuffle
In [10]:
%%time
def get_topic_wordclouds(model_name, n_topics):
ldamodel = joblib.load(model_name)
terms = []
## word lists
for i in range(0, n_topics):
temp = ldamodel.show_topic(i, 50)
for term in temp:
terms.append(term)
# print ("Top 10 terms for topic #" + str(i) + ": "+ ", ".join([i[0] for i in terms]))
# print (terms)
return terms
CPU times: user 0 ns, sys: 0 ns, total: 0 ns
Wall time: 7.15 µs
In [11]:
%%time
## word clouds
n_topics = 16
model_name = 'data/eos/lda/16_LDAmodel_EOS.pkl'
def terms_to_wordcounts(terms, multiplier=10000):
term_wordcount = " ".join([" ".join(int(multiplier*i[1]) * [i[0]]) for i in terms])
t = term_wordcount.split(" ")
shuffle(t)
return " ".join(t)
def generate_wordcloud():
terms = get_topic_wordclouds(model_name, n_topics)
wordcloud = WordCloud(max_font_size=40, background_color="black")
print(terms_to_wordcounts(terms))
wordcloud.generate(terms_to_wordcounts(terms))
plt.imshow(wordcloud, interpolation="bilinear")
plt.axis("off")
plt.savefig("data/eos/wordcloud.png", dpi=1000)
plt.close()
generate_wordcloud()
just oil iran accord hold first 5 turkish people international people beijing daily_mail und content global can like continue şi study story win can care protest turkish meeting world iran_amid new tell report region right play werbung company two police investment add start kill istanbul point intelligence first hong_kong start turkey dead site dass oil charge well die death financial water detainee turkey goal second tell four one people die country leader kill 2014 make state work take million thing percent accord five facebook dubai comment prime_minister one iraq look state last technique report cia work somers week two erdoğan_pay korkie visit price can militant istanbul iran hong_kong president isil may see kill company 2014 2014 city think victory bush day report night well turkey day comment coalition two program city das statement add give security play home like weapon win man ferguson 2014 also case al use die december week committee turkey turkey council know world police_officer play syria turkish taiwan world detainee rescue isil turkish torture take chinese military without_notice like turkey protester torture comment der get turkish match city make full_story und fight across release club south_korea make service work link continue come turkey senate street border detainee system russia chinese two three second government take three kenya get life president kill club city call price also iraqi first may one für power group life top come provide week xthese protest al turkey police use bank government auch prime_minister final country government sich government send last former global also group 2014 per_cent high 2014 side may find turkish security also report washington arrest see der die der also report police_officer sudan last şi sun make public work one case read_outbrain protester china also service make somalia team work good protest issue season report coherent game detainee new people season mine government capital monday information report hostage content syrian istanbul can 2014 turkey die system 2014 us charge turkish syria hong_kong energy president tell clash turkey can white veer_away committee world go also first protester kill life eye win topic police_officer country woman state report include may team two us add peace turkish iraq first time can security council die two comment area player get war 4 clash take make tell hold people release also fall oil_price win turkey can 2014 also 2 council can film ’ obama include game sun istanbul police government issue add health also show turkey hong_kong washington report two visit get add isil support mayor study police see friend_tweetle cost kill three kill istanbul national people study club garner city agreement turkey taiwan torture party people vote low come december first win point bank december das statement work yemen rescue visit die hong_kong torture back police senate kill day syria russia war think time life get home cia hostage baghdadi world al al_qaeda get country people committee make turkey house add turkish read_outbrain game world region government price iraq tell also time make give um ’ last people ein country more_than also 2014 expect may add good dollar study add man dollar first somalia syria president christmas coalition university australia auch turkey care turkish turkish also community prime_minister game werbung full_story win tell use islamic_state way accord make three family use now grand_jury game can work woman mine make foreign technique turkey turkish right ban system day obama police_officer city iraq three can africa al_qaeda base take air_strike group take group one member die well und military december white 2014 also 2014 new time town al group prime_minister turkish turkey obama first 0 case u.s. child day official thing security woman turkey growth istanbul sa want ban cia state company share 2014 government president power meet privacy goal bear two market country sector increase use like china right company mit privacy show accord last take play research first win football energy new company police new protest percent der back turkish think weapon air_strike comment turkey investor der people isil third ist mit get photo make take syria new daily_mail outbrain sich season also u.s. world interrogation protester istanbul provide russia health know turkish like day president 2014 2014 islamic_state site somalia sich change iran group city u.s. leader cia win million country attack program photo police national 2014 iraq grand_jury die one 2014 work city 2014 can first iran provide one country leader black_sea street match turkey way istanbul area take photo town detainee force get foreign military ein country al first million country case time make kill 2014 party group rise government one part chinese u.s. new price security der season clash monday police national system make und report two just agency win think kenya protest time month city water 2014 necessary_reflect program news_bacolod 0 death government 2014 force u.s. city cia people child report government open iraq turkish kill protest cia share day comment work ’ see photo last president turkey veer_away iraq development global two work meet add police people win ’ think high take project million right charge meet official goal border news 2014 sector force word china time december read_outbrain state al one country new tell five also win game release sun turkey report use also kill russia al_qaeda release water more_than open company accord isil new_york turkey hong_kong force tell white_house city public now more_than want increase expect time torture december city people force turkish 2 new turkish december leader visit one new_york business leader new_york one price big report intelligence share goal day two china der city tell market system white death man also government national win point game last report can view two military police take week torture iraq hold russian run make iraq world woman torture make day police one outbrain world group game isis city new world go just fighter city turkish two dem city national also two city syrian us force read home want use take police make government garner peace people share auf first attack first obama syria local 1 also get committee fighter december das country want city government oil_price cost military one first debate turkish official city percent world city game include city cia protest national wednesday report family two u.s. two xthese army street istanbul city university think friend_tweetle child community report national can oil şi us prime_minister cost wie one police cia season turkey islamic_state one ’ city police_officer child also police share u.s. back von 2014 peace people new change automatically agency two turkish work system country global percent stick company group news more_than ankara al oil_price eye isil growth develop 10 investment add affiliate yemeni turkey sudan woman like japan turkey can international city syria minister one street like number fight istanbul kill come city people back decision two december 10 japanese senate turkish more_than point council stick add target talk life last go time decision two target one president season one cebu government turkish make can state hostage make hold film minute detainee global use iraqi 2014 take isis intelligence syria game also time fighter use japan islamic_state von house government great dollar attack may dubai way go intelligence time die intelligence daily_mail patient former new turkey people police use high government get country country 2014 use can just accord one turkish 1 one hostage see protester cia kill force comment day baghdadi charge u.s. get bear islamic_state first release turkey new agency post security der case take next minister program u.s. first comment border just disaster 2014 comment see use time story call call 5 last report şi two first day health mit group new post also home city new visit read service das make give people islamic_state people 2014 include new turkey 2014 party day go get turkish also al score global kill first people accord season istanbul video use day fighter iraqi view make president police big obama committee security obama istanbul oil take want china last monday can al_qaeda china police_officer view may include match make also public war game comment veer_away police debate force sale garner hostage security ist game privacy market first official police_officer one victory many expect start mayor agency report back weapon find project month more_than victory von december christmas also point million ukraine syria new_york auch china post charge game new minister can sun time last first foreign see second outbrain wednesday also war meet game new third percent high president people top torture president first december two city team people syria city international attack obama also 1 show tell billion oil_price war report security city continue torture government tell new_york continue company win system post 2 side care final korkie us call day turkey militant ukraine site last us also use new_york two month 0 week al provide three turkish win 2014 comment community baghdadi privacy one clash one right part meet islamic_state peace three hong_kong national right committee use also government release month work victory one police development continue bush also comment see go 5 home think christmas support first region use rise isis can turkish şi town water chinese can home two area international world new u.s. den 3 site 4 game mayor send der city company baghdadi protest attack time official home also come call police may visit club time attack month issue china 4 fighter economy full_story security time plan agreement report need stick win affiliate aus city 10 also ’ sale china video global continue post think world protest like government court plan city kill price force use în suspect oil bank market africa care market need iran von city score force black_sea sun december nicht national white_house security country force militant give military also 2014 turkish new_york sich investor two cost country grand_jury now good syrian report attack kill add one please first tell season life fighter turkey turkey first plan make eye force der school 2014 2014 side group sale student people public turkey hostage home area 1 city plan last daily_mail von make man day now first kill now time include lead yemen comment get state garner new call add city military provide world read_outbrain time part make comment investment world health us turkey month death city taiwan people 2014 month five continue security new_york launch final 2014 sich country time leader part protester south_african lebanon view iranian japan take mayor new player hostage know military day house include december us official turkish torture new south_korea government party 2 istanbul istanbul day government 1 security city us first new sun december share china istanbul capital new please detainee even official die bank first new even turkey iraq film two help der price know syria den photo 2015 target people den turkey government may istanbul three football coherent us yemen force syrian december die 5 site life 2014 istanbul people dass leave also go also city post many people develop country police people make şi party film 4 million price u.s. last government turkey house turkish world hat official film take islamic_state discussion company school one new city qatar also take iraq work stick get police comment white_house city torture officer attack case water one way us turkey der city support report government security government one monday water time comment taiwan can 2014 2014 new also game istanbul time isil protest more_than play make ist wednesday facebook next may 2014 construction us construction russian just make first go want somalia cia report call last kill festival one fight good day score cookie_policy make work take syrian also 4 million attack somers kenya call davao border um japanese kill group make work 2 air_strike hold hong_kong use market und last tweet one come get second send score new word play turkish source add intelligence 2014 force die 2 make add two istanbul woman grand_jury day bush force cia country state für disaster get care news party last u.s. u.s. president president leader high make make site game know read islamic_state agency goal win state one look one start report report first high use iraqi us post two tweet one meeting 2014 white new city child government 2014 report now region support news_bacolod post die world country one go political student help death area people club baghdadi official now continue go istanbul police first protest december just news police hostage iraqi syria december number police university attack get iran_amid us new_york u.s. go government new government turkish u.s. also day death attack u.s. sun group topic turkish share stick islamic_state million war party add just 2014 aqap 10 game für get may also er al_qaeda foreign club one ban wife support go high 2014 iraqi point show use rescue_operation well country day syrian group christmas know ’ good call turkish country use country group cebu company back government want book can use want report protest islamic_state cia intelligence comment force see find life area also 2014 military come two relevant news_bacolod bank 2014 u.s. aqap china cookie_policy foreign comment need bank day turkey syria work 2014 one police garner protest care first time go since first cagayan_de white day get first group season peace comment turkey isil turkey city police_officer al new patient talk army member istanbul 2014 security isil police development cia group army dollar garner erdoğan_pay police third three use official child government iraq also monday development report kill take visit 2014 iraqi know report can world oil per_cent 2014 officer two turkish december city die von country police continue work meet ’ senate day turkish two world view us mine government open two monday right us official hong_kong city qatar report visit government 2 people play attack political istanbul bear former garner world make good provide xthese one iran_amid russia new town construction president 2014 decision national use more_than group new work think bush good turkey u.s. home ferguson country start government 2014 cia şi official turkish military topic first time ferguson see leader interrogation first facebook security photo december die give think auf coherent people launch kill report may israel 2014 use now five may international people two country official also war u.s. more_than turkey link russian affiliate japan like leader protester den government al one turkish also report may match protest technology weapon also project global home fighter research government find leader report turkish also visit two charge turkey security woman die case country country veer_away iraq month u.s. woman get syria attack government support group turkey use death send like home get obama north_korea area turkish make der în sun one technique come government torture und security new work low 2014 china include city war city come goal city student student time national add 2014 state grand_jury also china can oil just first police davao player attack area work ein new dead istanbul two well need force photo 2014 world al turkey white capital prime_minister cookie_policy sa one also istanbul russia official group use iran team bank one government one 2 comment look good isis report call home official woman visit sun make win die political find china time season syrian go world two know al_qaeda state even two include take police use many die country just visit city für more_than work december also foreign china can decision see cost high chinese state want score detainee iran_amid win visit come million aus people meeting leader go come also isil von iran month percent werbung take can 2014 call group december deal us official since visit game site make die china also isis syria one turkish time high dass torture woman patient cia share sun kill 2014 league outbrain für care report two official u.s. tell play country police 2014 ankara send new_york new_york ferguson investor billion report der report istanbul police al home city turkey more_than ebola von group security force tell people one election group country one country security uber new cost city bear work area just power comment government know match home cut hold two turkish turkey since comment just people city oil_price new second turkish people back game part company turkey police_officer militant die fall right new charge two 2014 study use woman ban school president final make include day aus report russia government month iran turkish like prime_minister fight ist photo report fall police 2014 can u.s. since somers add get city second december third police debate team use play yemeni turkish technique use know official turkish take change add cebu turkish local country research student provide turkey first 2014 last visit add man 2014 one protest north_korea russian cia us two protest border police political ferguson 10 disaster big one davao share hold dollar new can first photo senate last wife two turkish new also weapon content first day two officer come hit make group price woman eine time bush city research chinese von force can use 3 city film government make business people area friend_tweetle million two two two victory technology syria syria man per_cent group like may 2014 turkish right government der win 2014 bank suspect add syrian sun black_sea south_korea garner turkish now may turkish russian russia take bush ukraine turkey time national turkey turkey cia tell isil university mit rise region one time comment u.s. market meeting japanese may or_modify stick people border point al cia win force include turkish woman turkish al_qaeda street group china affiliate government city coalition first one like new sich coalition last japan president use get child city last die fight new committee come service high continue fighter ’ post last come sector one yemen win 2014 win report post turkey dem şi global make cia people man town word two day die first fight care now country turkish second man official cebu 2014 three send dubai time can global yemeni economy 2014 find use fight islamic_state syria part good one militant also people 2014 discussion cia street system last der two day turkey black world woman die talk last like may look make oil islamic_state cia protester two just iraq police_officer first come cagayan_de game post zu show go japanese first iraqi ’ club people one former group u.s. security group first hat das make day post u.s. fighter minister world lead power isis 2014 state last torture officer look case aqap fall privacy hold share international time two police one make cookie_policy istanbul content people official group city support torture officer fighter duchess time us al intelligence isil start president report dem two can price police day make release 1 people security low al many people support take sun turkish russia player back since work beijing release one government law player back take city auch woman 2014 since clash share sun protest time day police deal get take financial last 0 2014 water company one outbrain world cookie_policy police university go es across support man sun national site election group play mine case iraqi can council also go istanbul per_cent go score member yemen yemeni istanbul percent news israel international country turkish four bush league read_outbrain city city house state new first study leave air_strike tell 2014 turkey charge life outbrain first read go last score senate see life company 2014 game meet case national city isil accord sale one since city work report u.s. es may issue attack last across win protester official visit read include december rise first first week night see energy turkish month istanbul der good attack post many day russia december full_story baghdadi team report state city istanbul islamic_state five take istanbul 1 die garner world city house company und two one plan police make also game president black_sea life committee new league second one syrian death also good may weapon us attack 4 turkey can care take chinese water minute use isis istanbul die 2014 one tell share 0 hold great talk kill china word intelligence month time tell may last kill see people istanbul al day december give state also oil_price business people two cebu give plan make since comment talk region work day also force since show russia news_bacolod come istanbul four first run season four tell auch torture expect daily_mail go group oil_price turkish make work war group first police police two new area turkey increase project government force al al comment also new take people torture new man la cagayan_de think use police like u.s. december day meet turkey people change last auf death people system see see country also comment turkey family case isis one five government add state 2014 two company city kill read_outbrain new_york photo house country government man us white_house hindu_business people yemen report take two people şi 0 2014 10 high season many coalition istanbul worker investor die iraq 2014 prime_minister davao country delete dem want kill air_strike take new sector visit woman like area like report new report former city hold die week school wednesday construction full_story area government people also force 2014 also cagayan_de can two night share war und korkie since turkey hong_kong people plan hindu_business hostage discussion increase isis army libya price ’ report program visit high official aqap time stick protest back officer militant obama good support also send detainee tweet need can also hold just iran_amid police one official first investor time expect one ist isis area area force iraq official city continue energy official 3 people 2014 last australia make black_sea add syrian bank player turkey city final also project financial people minister 5 last country istanbul technique kill make can full_story two police u.s. just report give release 2014 just can december turkey make state take 2014 show turkey good meet last like three world three can play lead council child take come visit weapon city first city new_york work month free turkish since cia back 2014 iran_amid istanbul see taiwan also turkish win fight one bank turkish country government source get turkey market run call final state two construction north_korea use come one china automatically korkie child part one make ’ iran topic protester world das one er time military technology next three für american see also official city cookie_policy council new party city weapon season china sudan police source city news al white video post turkish 2014 also people police day air_strike 2014 night make goal just former industry la chinese local und 2014 syrian von istanbul get für 10 clash get send next ankara also us beijing three city one political point president official 2015 privacy report price cia find people next one work people mine program look two cia start city people attack government four energy can first 2014 first come syria court film new december since iraq third one und time final market use last şi sun kill court make new student police also next delete intelligence know issue one area china december interrogation black business million percent government das win sa turkey last town case december attack islamic_state erdoğan_pay china world dubai three information street police_officer go international turkish want last islamic_state add big turkish two us police country agency werbung million al power meet community make child sich war call make turkish police time meeting one comment home back libya leader can islamic_state russian find government worker 1 people government auch project veer_away stick attack care market time more_than many iraq turkish militant city turkey american win home security league iraq give hat national law mit make 2014 visit world national or_modify visit country accord die thing comment develop hold border beijing league goal million see point house new security use beijing force 2014 2014 market turkey us al la decision three launch news kill man also fall take turkish many know point go student der first police africa time come call government get turkey air_strike make know death photo continue lead ebola us turkish just time 3 death take can australia home win company way government yemen weapon protest iraq baghdadi black 1 take report senate force state market come people development comment construction release militant chinese new city need bank cia final für president get president delete debate take world turkish turkish istanbul child part für new former south_korea 3 way base comment uber man people new_york two low us work three interrogation 3 get 2014 syria turkish former turkey force oil protester turkey hong_kong iraq second part people state time well hong_kong man yemen club law may post und und syria new public know white_house city also billion turkish tell isil ’ post new hong_kong police include one sa one protest protester work attack force dec border die right city 2014 iran include air_strike sun für make report make man us new world house win one capital turkish use police city charge report since national sich game comment obama make game party one turkey 1 use point final work palestinian three day taiwan city one 1 three government state turkey season first ankara last china see may may make financial new_york president part three islamic_state country first fall turkish turkey investor das help country somers may official photo december second minute militant border kill one also committee next nicht military next border arrest delete photo add turkey can change come state visit read_outbrain new last since area can two court life u.s. country time attack die necessary_reflect beijing military us new price one region make 2014 hong_kong first minister new also target report use isil bank government new life committee new force story 10 syria state grand_jury die eye comment way al group istanbul man help student hat iraq lead visit police force capital score disaster beijing two one company also 2014 interrogation last use president white take new japan turkish isis es torture hold player iranian man three country stick win al two work use suspect lead army expect one political minister start high make continue patient al project one call security eric_garner agreement von al win detainee iraq security report group von time know new last minister security share agency free include turkish want iran government man goal city 3 city area report last u.s. people league eye turkey also world photo life accord report win 2014 without_notice hollande turkey high die president use china iraqi security report man people official use israel one month erdoğan_pay first million leader one security cia report city take use christmas police street meet good report make inappropriate 2014 africa group tweet turkey police 1 december run torture police leader turkish prime_minister force find sa international sa president win country protest tell read official security side 2014 force xthese season turkish hold syria woman may day water president 2014 season point make police_officer last one league more_than auf turkey iraq city top president use relevant black take time attack turkish december iraq report more_than visit day party look people take life one war school people come world go vote last facebook student yemeni tell tell target billion come help last lead die one investor run need attack official point side report child necessary_reflect street leader second city percent 2014 show attack last er people photo die kill militant government charge attack add 1 syria also side und book give think 0 attack last get service militant december release baghdadi region new patient economy day police interrogation war hit military world also former people minute garner attack erdoğan_pay percent country site fighter white_house home photo turkish us next care report australia include kill final vote one 2014 victory istanbul police can three korkie way 2014 video last new ein das new woman president three take auch hold video turkish meet man goal government government work world 2014 run include point call win police world meet night new iraq share syrian good report source give support u.s. back agency country continue protester police may day group president one share mayor back cia play country man hostage home dubai bush comment first life world us game turkish turkey also 2014 2014 also world good turkish kill die sa turkey 2014 sun turkey view cia see need force three photo right istanbul new u.s. come make militant veer_away country football tell make percent leader cebu go people want report next people country good country cia turkey islamic_state student taiwan game get cookie_policy torture istanbul iran_amid good border attack deal statement day more_than und win day accord 2014 president city include game financial al_qaeda government report technique people like lead business comment way show 3 2014 people people white_house one price take country eric_garner send make hong_kong cia syrian two istanbul death expect add house time two government league sich play affiliate add ’ al work add al death leader al people country kenya 0 first new von add government baghdadi 2014 lebanon attack home player development government istanbul day case two care time book state one china protest patient white government good december charge area care government und also al add kill good city now 2014 police report one werbung cia high cia last two um capital tell third please man million include um border 2014 two government oil election life go people 3 militant people can first city site state fight president development city time protest yemen high project also national auf 2014 group police_officer content cia china yemeni report release cia 2015 rescue_operation davao player take leader may iraq sa japan police woman find international people security cookie_policy turkey erdoğan_pay coherent istanbul report part fight food make şi two war wednesday add need iran iraq al_qaeda news support use new official city report home security people investor now syria ’ since base party lebanon make score official national visit make season call der city can study team ukraine game sich turkish charge also intelligence right people war support life africa turkey cost people agreement source work people add report two first government second percent can technique sa der last send ’ friend_tweetle first force back detainee 2014 outbrain minister water president two delete military two şi take take last senate local make last use hold istanbul garner make den information clash hindu_business now 2014 country israel turkish meeting facebook turkish istanbul area 2014 may use istanbul der force cost story people man people last last come two growth attack kill deal cia war country erdoğan_pay come werbung share turkey call u.s. border house cia base istanbul last two just japan country book news stick police city point cia new or_modify wife add black_sea security people report eye may group sudan city city japan government price police court aus one five provide price may visit der time man billion point turkey child report energy white_house fighter study party talk north_korea thing people black_sea people lead accord oil suspect wife day bank agreement protest das new take government december include country world islamic_state see party kenya city house death dead player cia decision wife release day cia arrest child meet system game side can syrian hindu_business country şi city turkish please go film und police group use photo official city season one military market good meeting hold child include christmas one state die council şi area istanbul kill first industry new official turkey former oil protest world information match know club next two der also interrogation police game percent ferguson one video report people man isil es istanbul back release people garner auch also fall fighter 2014 council since world point health sun us wednesday share good attack protest istanbul turkey three game show club rescue_operation national world last three take use fall many government force group new leader worker month one president city one support turkish duchess free israel china see cia top turkey go sudan day give technique tell health take work also make share give coherent play season report baghdadi come auf program yemen use new cagayan_de time city december state use take istanbul point president 2014 people leave across air_strike iraqi second new_york go include taiwan automatically protester area war city white protest delete qatar include decision report area chinese mine also state day dollar film good hong_kong growth cia tell white_house u.s. korkie intelligence sa sun two grand_jury iranian can turkey government team also see istanbul time für party include use 0 case report syria nicht hong_kong can month report party hindu_business child day team charge one militant ankara tell turkish comment work turkish student border know site turkey work make project score accord percent 2014 us area comment turkey report bank across use include turkey see u.s. japan monday can official third take support isis state police world world fight turkey come technique arrest four 2014 new_york delete world ankara disaster time link big just woman u.s. die der develop ban military financial turkish two want city content add party visit china monday take turkish child add government third report russian come syria film den discussion sun one police report national state mine even take 3 world victory oil make government iran change force oil well dead people official since read_outbrain make program russian man death case force can country price think may hong_kong bear turkey go december în photo ban release play go military china detainee arrest xthese bear detainee 2014 book turkey see war dead military government isis new_york woman chinese istanbul top last day also people part al launch report use istanbul city development run us also third also white_house take president state new militant sudan new_york work like black big new_york comment give run make protest city turkish world day come hindu_business make also make hollande disaster south_african program police also university include point turkish 2 plan 1 add use two iranian group cost fight hold start want make call 0 city family new turkish arrest day one die islamic_state yemen war hostage first police word come people find state 2014 police give growth see japan month protest low official city police al man eye development team und street detainee government two get election study information see community university photo force agency since month plan attack ist know next beijing turkey great cia protest iran report part turkey government one festival news_bacolod december include two taiwan 2014 în win share content report new isis new like turkish iraq 2014 turkey law sich include president state city necessary_reflect auf china come turkish first turkish ferguson good 2014 city hostage kenya take new_york can white 3 see der vote city three think accord baghdadi open war libya team turkish iran_amid may student ebola turkey police der country country south_african court officer take go get people report police time government technology baghdadi police also come president can use december photo two ’ official may cia force peace ankara first istanbul growth high play news company torture woman 5 read_outbrain find now million start es statement la project statement first night city 2014 death can zu isil like make take 2014 final report u.s. north_korea force group one baghdadi attack go u.s. one one official official death one case new patient life committee wife officer rise child ban first last kenya beijing life may take turkey home public word iraq member big korkie al death cookie_policy government work xthese point military syrian police mayor people new increase can lead government last team also iraq charge site city 2 wednesday report take hong_kong one 2014 fall may start work japan one şi syria open outbrain new turkish south_korea die people include cia leader das country also oil world hong_kong sun include percent al region white_house accord may cut percent call first also three official festival local one van may day also 2014 add city can police istanbul force yemen army officer somers south_korea life score report work also one city police capital local provide study include month party party 2014 city million 5 political palestinian group include party season police accord just und 2014 share can financial plan win group market go way lebanon mayor government africa daily_mail official turkish chinese israel just kenya well new back people play protest also play yemeni target local lebanon point die city one report want festival take back area islamic_state get one istanbul last kill also program time 1 first protest 2014 border comment cia now add also report use include new find iran president show group time report minute next site target police und sa also outbrain victory need comment many garner investor veer_away read give city include 2 work ankara area make find also thing kill visit win rescue_operation last last take word local plan mayor game dem house may take war istanbul release make town can add time site und support include von china player grand_jury include take isil first part istanbul million 1 world şi turkish iran_amid country life government american power attack sich committee minister new_york include security hit tell fighter oil der game official turkish turkey kill make make coalition first national worker us 1 time white target country day release share house 2014 hold league take 2014 support people life 10 china country aus good cia study turkey can iraqi student report comment last mine government make attack army side russian border new al_qaeda cia attack davao new december take percent world time use president 2014 dollar 2014 und law player ban view new white call may investor help country service make turkish official president facebook van syrian official week people u.s. talk istanbul 2015 member time more_than country provide take police 3 lebanon country city country 2014 country area eric_garner wednesday health security good like die wie istanbul way home president hit city tell police start across woman hat high official go one need like technology der 0 two technology official take find new party december die state continue one istanbul call militant club war minister new_york street go local can may play turkish last team cut 2014 per_cent one turkish iraq party people world wie u.s. way chinese across die add china good one people comment area also detainee include police minute can attack eric_garner iran_amid add protest know school may player black_sea group white two three government security case food people great der kill der city global low many government may one take care good score kenya company turkish russia la two kill group know may police ankara people turkey government turkey al_qaeda cia business university people new_york take market party tell technique border libya three group turkey play turkey bush 1 sale turkish ebola last country black 2014 last area make add turkish 2014 player detainee country protest hostage police one business security 2014 city government new now league rescue_operation new development since turkey japan syria us state system new ukraine one interrogation iranian uber state city post us prime_minister former see man site necessary_reflect chinese decision world turkish one two cia company make national season get detainee state city new army continue u.s. investment good first world next cebu play new_york two new match istanbul may security istanbul people militant make dass night two since sudan outbrain world go leader two big turkey report economy see news syrian china market militant report charge percent der high hollande new die new 2014 2014 al way third political one million country back increase want attack new în people read_outbrain give first share taiwan link family islamic_state city include die win get report dead torture come kill group al_qaeda yemen turkey new police für eric_garner can post give new obama get 2014 state make day 3 government weapon zu government visit go can percent government eye city call capital force country president turkey black_sea go minister attack turkey cia time go call last international two meeting cebu area plan 2014 week also time dollar baghdadi last people kenya kill december group also kenya protest beijing two und minister decision man statement point 2014 can first army senate word talk 2014 december official russian relevant see one play security wife aqap new_york christmas 2014 ’ high islamic_state make 5 korkie party 5 make can grand_jury turkish mine take official last attack people friend_tweetle come protester 2 see city film state turkish come include government care can hong_kong government across group game cia month bank industry iran_amid protester rescue_operation one police last city auch iraqi statement turkish get patient 2014 talk support attack der local government 2015 senate need technique business last last turkey side grand_jury big von yemen militant include dec number ebola expect sich protest group visit victory show also one world global project life coherent oil comment play share two police 3 und fighter new one next us security share come report time local day rise one time state per_cent good can police leader player go second university december change şi attack home government city country target time day last people world many detainee good sun black_sea military give obama taiwan country turkish iran new_york back technique 4 sun der sa release mine two government point right people syrian weapon december time president area debate comment percent street release many please also day south_korea next border december find goal three fighter game country turkish ankara just many can first ist top man istanbul now der bank party new two north_korea visit people kill turkish syria new area yemen force china die official can make russia base minister hold want open president last get game can new_york report lazarevic south_african auch wie al_qaeda war now development monday festival two also der come find play people us president business company study game go war die china detainee government report kill also palestinian launch kenya hostage student 0 torture city decision istanbul win technology xthese use family palestinian people way time iraq right 2014 attack get first turkey islamic_state somers dubai qatar russian woman cookie_policy police outbrain support city official need make day turkey police school last sa country take officer take russia second day plan come take turkey 2 official automatically army information 10 turkey photo third sie force make one president sun world post school police new intelligence veer_away group country sich security hat group day iran_amid visit also food people al_qaeda force capital syria one can capital woman increase country report public police many report city may bank health site report point release militant national season first people war can many iraq rescue japan book work 2014 community 2014 cia state ist side two financial area since team economy official istanbul comment one detainee turkish africa new_york include use 1 ’ two die two rescue_operation das istanbul police city war two official last force new take statement 2014 cagayan_de make war take get iranian government more_than make make one country first video protest good turkey air_strike student us senate state add ’ number report kill iran tell international can kill turkey iranian istanbul game tweet city without_notice four release make life government das run last start also woman iraq comment make white fall military price yemen 2014 hold border ’ issue two city case help turkish u.s. turkish time report go official month für ’ baghdadi also even istanbul istanbul back energy work make include border time prime_minister home libya turkey daily_mail relevant also government read_outbrain two american force 2014 time international council israel give take play price local case cia official launch work part officer also border top interrogation take former area take more_than christmas 2014 cagayan_de comment last game include world border south_african iran_amid istanbul come people nicht system energy price site deal people debate people capital investment comment back turkey use play syria people make force point iran day security 2 new_york company three since also new two senate full_story december food cia police die rescue use first game go al syria und detainee us also death man since police 3 first back support area company club photo call officer 2014 new police group police police add islamic_state turkish new_york league lead und well game visit report turkish city country just white oil privacy third iraqi make leave site 0 2014 aus comment isil peace people istanbul two home official win take photo get city back get country health time day play side police show turkish auch former post make also last turkish visit war white_house force palestinian also official sa go per_cent member torture visit islamic_state talk turkish yemen school clash work fighter take continue take last support see clash find time japanese million kill leader turkish december take government iran 10 force full_story death report iranian uber 5 national report turkey country provide iraqi police iraqi es china area two go report militant one friend_tweetle people time tell work continue 1 u.s. win game facebook second first go people ukraine state us like u.s. turkish group way good can interrogation friend_tweetle new russia three since second economy turkish content comment turkish country last war government people use story three militant make cia talk one add also also game meet one japanese visit home die country topic u.s. turkey chinese december city player price victory sun share 2014 news development or_modify way city kill 2014 child take president development price make game two provide city 0 two change release death just can la day club target second 2014 stick official right qatar use work national sudan new_york week police_officer support hat facebook company report la report white energy foreign take us city also agency report growth since cia growth police add first prime_minister people day first country u.s. senate share turkish hold technology charge islamic_state sun take facebook force suspect people garner cia country japan people kill force sale add energy take officer talk back iraq report sa der 3 world duchess security report police score court people one million new_york security site clash und team leader new percent know go people duchess time accord find region add turkey cia war business meet es rescue_operation home good city clash construction africa dubai can woman call police police world game government russia go charge wife one also see kill das korkie official increase home game time international project ebola ’ uber child three fight since city way may detainee kill border 2015 cebu health just two former 2014 second die know since use military company work militant child december u.s. report 2014 official istanbul sale istanbul auf case city die council police border home duchess den month china security one new thing more_than day last man nicht company can first include tell use community al 2014 şi report take kill auch comment hold december state call für include make two december istanbul december government official rise just play please russian world official take city turkish daily_mail man istanbul million share new also force last 2014 make two new content new time league may court turkey government protester home city die chinese last plan get case government ein global two eric_garner visit two five iraqi bank border since make attack turkish many government die city post isis turkey city back 2014 official von show islamic_state home good provide percent hit percent city open price new vote win make need ferguson zu turkey eine rescue_operation like increase student country city first right cut report find link week 2014 government al day mit official turkey word beijing obama show news istanbul president south_african may vote market see find project people international home open president turkish national woman come book also energy 2014 see make new_york tell report also big charge work share cia use take month north_korea la city water point al istanbul include well last fighter political turkey bush white_house government first two work yemeni include area first turkish give hostage think also report also time also und statement u.s. low somers nicht take suspect post take two last thing state government death one family capital world city people worker also make turkey und company der city protest five league senate three just five turkish know know sudan know state hostage make company find security china new istanbul 2014 school istanbul police show turkey government take free run player league week technology istanbul life time day official debate clash low oil first city turkey know new go help take intelligence duchess ukraine fighter iran people und us facebook hat come home police also last militant can turkey weapon comment christmas privacy committee officer new_york syria turkey take run house full_story take one new security coherent city take er take support city comment score die government report just first include first oil state country protester student new garner include van first news may service country can turkey istanbul leave december growth state take discussion world turkey make government season cebu new yemen official dead country discussion come program arrest without_notice syria just add wednesday go inappropriate china cebu iraq meet china 2 border 2014 million use news two festival visit force police_officer visit somalia just many people country hold back report know make come people first 1 1 state agreement also hostage city can official growth somalia protest find kill turkey take research detainee price time home die time make report release president attack see more_than think use taiwan charge minister two 1 country day play investment city work group december continue one 0 two erdoğan_pay turkish call group post base city first new home cut protest stick turkish back outbrain und government can bush power iraq worker make make japan 2 monday 2014 taiwan den şi 2014 intelligence three two council city coalition score official syria american war police death war cagayan_de people hit work china call open start region militant university den comment next city match research force rescue_operation company help player company wednesday come state eric_garner visit low meet last work cia president city city sector project 2014 company turkey health football house und official first syrian ankara people business city 2014 attack also state detainee start high report home people syria government one iraqi work season just comment 2014 grand_jury us die iraq part charge day last fight investment hindu_business people 2014 die two al court include market house turkey come time iran_amid kill city dead may south_african two israel für can isil news take can syria stick send hindu_business official one turkish group istanbul service al ein south_african istanbul post monday get word clash rise force former time one news go report include dead one score friend_tweetle der government one change team us leave story attack china three make may visit turkish development people party american football game also source win one government hold show disaster 2014 international 2014 support country first comment ebola disaster one city kill find government country go bear film four turkey für news first new comment court leader one dead one police water dem erdoğan_pay security report 2014 kill day cia three baghdadi take release iraqi book turkey rise win take new party make more_than turkish share force kill go erdoğan_pay provide also business police first one million win washington country one also militant country 1 isis first construction report 2014 relevant 2014 call come syrian former price country also use president day torture fall run 2015 affiliate turkey life can read_outbrain season police comment man time police die security beijing food ’ first hostage turkey word know police iran_amid dead time market minute u.s. isil time share prime_minister eine four come people week since come can istanbul comment senate people investor turkish tell can fight use iranian city area russia investment new project think u.s. high meet leave two syrian show group man investor billion high win film include like people increase cia protester two know war kill new force veer_away work sun three government nicht may million part cia meeting cia people play woman 1 day court use include japan mit 2014 include share police turkey link delete militant photo palestinian city meet air_strike hong_kong since tweet group kill official information worker von iraqi davao report group group turkey ein political bush new_york one attack one hong_kong visit work senate people group play financial go country protest source development also people lead great hong_kong market last inappropriate visit take talk film match time army new election also season send more_than fighter percent include turkish think post vote cia news man one take way time day show price hostage somers first first obama go state war minister day istanbul lebanon take official wednesday islamic_state hong_kong right two use even istanbul leader last get week one release show militant player hold relevant hold iraq two military discussion turkish expect win state wednesday kill take us day istanbul last talk iran_amid top new islamic_state system include take protest first make international support istanbul area government first week season turkey new senate city official group second us report und die share people first 2014 leader police number us book one provide 2014 hostage lead interrogation cebu werbung two sun use american get der two read information cost country woman take vote report price weapon good come make think goal city first 2014 source government us continue top share day child 2014 cut mayor well woman day four turkey syrian islamic_state think may 2014 like one erdoğan_pay time israel also ankara release peace government billion weapon or_modify site day three police_officer use talk one official issue news cost country statement month auf ferguson 3 affiliate security iran_amid president make turkey comment city fall market make syria make take military report security even or_modify new_york turkish protest new_york two take season three three sun court day police city army comment team first japanese iran_amid work national growth new comment daily_mail read like care turkish al people auch 2014 three day peace turkey win auf islamic_state turkish game isil und post leader kenya low score official world death city state city 2014 protest release win qatar force company content people four government child group turkish 2014 people us u.s. four cut content turkish people company child country turkish visit president can official law good turkey last business low istanbul officer 5 take turkey point see world 2014 give add city china cia issue police_officer home bear use one die work kill back can new one also one story world cia oil just visit country more_than 2014 also street last take go turkish turkey detainee city tweet low court provide istanbul million provide al 2014 last day come government discussion time one iraq develop may 2 take police protester area two mayor ankara also use day help patient hold iran obama world system yemeni country give include news state official people iran_amid sale war last more_than fighter last new topic game president december can city chinese also city kill three can victory isil development include fighter turkey turkish statement security area side ebola group group turkey white_house game can bush take club second know program state security time make also der may technology two photo business 3 city way low turkish official official istanbul new_york include visit 2014 people come police score black last die also cia russia world can international win north_korea just military 1 police border come release december privacy turkish come people official work istanbul take council korkie istanbul release dec show minister read hold topic december privacy include next cebu istanbul die use support government bear istanbul two prime_minister ankara new al_qaeda attack last player chinese third hold can affiliate us man official know know million may know country city yemen day week american win good u.s. news president two ankara official final peace monday country kill market military want start now australia attack win market us report system people country last cia report president child add price just 2014 4 new mine one clash american turkey 2014 2014 qatar game 2014 law cut life syria season new_york price 2 send first man attack since information local turkey make per_cent use play sa student police city turkey thing may also 2014 turkish people government one isis time istanbul duchess der research take life make find south_korea get government give ferguson protest see people take oil leader may china force military release turkey league police new two health include international game official day now use find people since fight country just match post den leader protest government state australia come er top use view party win report can protest film take also outbrain world project come report official life also wife one take patient need time people win report fall investor police can u.s. just taiwan turkey since dubai sun area us post von istanbul also islamic_state van turkey u.s. city oil war border may one find also work turkey player officer new country 2014 ankara group man make release first two percent come free low market china release one see billion meet torture site und continue u.s. last make palestinian see work can first can minister country hit one good start national release country lead school city comment turkey 4 turkey story und score 2014 life find story just friend_tweetle day turkey one people take police hong_kong look people military full_story turkish child president protest day attack first protest hold country high border make 2014 market also street open lead somalia know sector die state people release 2014 die fighter worker war team new view new new_york capital war die minister team city 2014 arrest one investment south_korea 2014 new now book new interrogation state minister new_york black link world bank one university right istanbul chinese share chinese great may help may security japan 10 kill cia sudan war football international turkish disaster first find group former south_african 3 right season isil work 1 way syrian china also like ’ last first next team may turkey chinese people 2014 people news open get force kill man meet come december security financial government may also health one use city win iraqi taiwan turkish report month 1 beijing one foreign national can percent report cia istanbul man community play erdoğan_pay game talk der cia people meet force international 2 war country president can u.s. torture people die since support come community more_than child site also foreign 2014 china us make good city day meeting business der second 1 coalition security one detainee relevant fight ankara make iranian u.s. cia member photo mit hit first lebanon protest back use way include japan system may security sa get city also student call al security development last israel city report 3 syrian base us nicht growth report one find health team police istanbul life force win take police woman point may technique investor syria attack turkey area government force hit police lebanon country mit hong_kong season border first country may take military south_african hindu_business game syria iran automatically december player fighter official dass two health home rescue play two child 2014 dubai kill worker get ukraine make der tell work group xthese cagayan_de work istanbul national kill use turkey international house xthese syria report take child case city week election official turkish foreign friend_tweetle student one country one get ist obama duchess give cia market country city send people sun iraq life support need percent service since kill turkish help country comment government goal kill also thing 0 increase country national political now people news take two state since make area group increase australia country die white_house one power second kill city peace like president die turkish first just arrest torture visit per_cent lebanon japan third part start first december law send cebu yemen 1 time lebanon cia now team can leader vote 3 friend_tweetle protester protest russia game without_notice go win country link oil week war turkish care good may include send ein first good air_strike woman area across sie market charge get hold take work turkish last iranian week new monday people support monday back new al provide new get third sich great police meet three come security country know home may night child site even use monday post know government turkey iranian report growth new_york ein prime_minister dead lead child official come party cia three leave obama russian read may development system cagayan_de three hong_kong city way industry first city protest south_african service way 2014 police turkey world visit government time two şi world december two release comment game police read law 2014 comment fall last third new company use protest china 5 prime_minister die lazarevic report may just use president facebook security delete make black_sea make turkey syria military like university first japan three isil since need cia make visit child clash new_york fall plan help council point more_than second aus report party hong_kong dec work state way erdoğan_pay share company ist add city protest time may also two government 2014 people dec goal 2014 one border air_strike win two use make construction change worker like syria may case new foreign may share first billion turkish protest one japan can turkey group chinese protest taiwan team us black_sea work score victory chinese government top season government call cia turkey privacy death turkey obama group turkey lebanon statement hostage kill officer two good us isil first force turkey 0 house cia comment report new islamic_state police attack city police dass plan game low cia death torture minister since chinese charge call oil make city turkey big day dead take tell war make 2014 area 2014 kill turkey die people issue russian iran one story city study city program play u.s. official hit disaster december friend_tweetle more_than somalia country border friend_tweetle target also wie come match isil people government week detainee play company force government u.s. protest somers take turkish find two city war yemen military increase content us back official attack last come state kill political time also istanbul visit al dass season israel business score council get 2014 share new_york council just istanbul turkish u.s. iran also low two first three official veer_away send one new_york wife er family may turkey zu isil include chinese good win one time get fight release es business one team come force wie two turkish police topic 2014 hindu_business come point get rescue_operation ankara week turkey even know first also sich business president may work report monday club turkish turkey target program take official way give turkey release city city turkish senate charge comment case make group can city people open militant american clash syria 2015 system cost syria qatar big foreign billion werbung oil es turkish decision game region death investor need thing turkish two local construction force please government people detainee meet comment five islamic_state new government use city new public people turkish iraqi iraq 1 south_african u.s. world government season deal es military play protest charge istanbul also country time take chinese one şi last american support can iraqi report islamic_state turkish van one find now issue cia top international expect back law deal attack win 2014 film site region libya hold work detainee 5 militant 2014 woman new 10 one bear can syria das day police time make turkey city support city war also need al police committee work government show ferguson go one two site may public report kill good worker accord add great bush also low border 2014 price coherent city government government russia use 3 december ist next student country turkish libya december good turkey win iraq u.s. can sudan sich get like know take full_story use 2014 auch health visit take turkish last mit month torture 2014 city security foreign china want friend_tweetle islamic_state can istanbul state 1 two see big government world people low energy former one add victory government country mit chinese may dass woman foreign area post report turkey christmas al season win arrest day military growth hold like official good security win local visit cagayan_de der goal cia turkey istanbul police_officer global percent market new power price week turkish or_modify davao first senate iraqi get good country use first first day charge 2014 meeting take high may need people open um call world school security new_york come two die see show national one security final report also people know company woman one der cebu more_than chinese country last one chinese country week time one company police content season make statement report state group police_officer december istanbul time time clash can black_sea house come see state talk die turkey new president la service service 2014 power win case work release photo man come case police please post run add meet help election new meet way share read protester attack first make minister war low help military last see turkish mit one council protester baghdadi capital play point army free home world chinese people protester chinese obama veer_away new_york syrian festival 2014 china include game city government accord may comment two coalition second go use use see university qatar good energy u.s. get president city istanbul last 2014 world may area people may life december back charge four change al_qaeda city turkey school high people iranian 0 delete technology military country taiwan good turkey report government der make take one work world number minister der support may border ferguson health many die war al market state security also need hostage president run von play city us istanbul time people high company may der city police und service al_qaeda new kill report accord security fall protester take comment al_qaeda one make er new make country 1 necessary_reflect take increase al_qaeda share one istanbul game police_officer see good take run work case month woman american two sa company death service even home turkish post make china many growth official two kill comment china ankara game syria turkey kill play turkey syria time continue financial military kenya life mayor accord turkish official lead share release global release win istanbul meet low group 2014 without_notice base game military night show low leader lazarevic wie show und international baghdadi court turkey u.s. istanbul nicht kill taiwan russia 2014 can make people day und call development qatar match come world time cia way war grand_jury official turkish work das 2 city play oil city committee target world one call news_bacolod study turkish water add may der want state city election family 4 ukraine use report market new al city turkish arrest auch use health can player get turkish league government protester low last nicht last 2014 kill expect also give sie system iraq new official auf turkey three 10 şi government plan cia statement first city change south_korea yemen think new since one work company 2014 israel visit come war december new two show city people border syrian kill comment china area official president report make find want work news_bacolod can committee ankara isis capital agreement protest also er istanbul week turkish former continue 2014 force photo game dem use kill industry international part final senate al visit police city include low country people cookie_policy syrian die grand_jury somers country part two china get turkey minute russia may city country government bank dead state victory daily_mail mayor president die find report add intelligence low find ankara und two u.s. syria home area home turkish care company day take president continue minute december militant iranian debate development visit hit leader yemen man people also report mayor first time report new police come team syria water turkish film party also also development mine dec meet now officer russia isil cia point new turkey team ein erdoğan_pay country turkish one protest al per_cent service border und four chinese cia new may islamic_state development worker und december report us 1 december one prime_minister get also share show just show cost report help accord come van site like also 2014 use comment run give work official home top city report man auf isis two group international bank club new official eine militant people december police islamic_state high isis 1 market cebu den council die hat hit get affiliate turkey party country protest want turkish 2014 charge 2014 official play syria cut report community take one şi iran go delete comment health coherent goal state percent 2014 market turkish obama rescue state das syrian now news turkish al_qaeda 2014 site health call information home us turkish worker may can attack turkish yemeni billion grand_jury fighter news new_york ist two post one police outbrain 2014 can lead china increase also new right report find senate take service december der use police new chinese call şi city go goal isis two time care military oil interrogation city taiwan şi 2014 part party people third also take show al take inappropriate country group family 2014 work hindu_business president day know iraqi kill use wife group come find turkey point final come also official ’ cagayan_de three sa al visit one turkey business visit new al death detainee need police people die kill force share company just cut share u.s. month give know people game new game south_african last turkish party air_strike charge three people first take japan auch may torture league president add game team taiwan state many can first der one comment russian world area istanbul team 2015 may xthese use new van automatically 2014 tell take report people two first iranian force tweet also al turkish government global state million world one mit energy people new site attack disaster 2014 force use court add december 2014 area health der police police one photo wife content city van just day islamic_state post also agreement game police share ankara include delete second point people company attack see şi two turkey law time week australia party people kill visit student final turkey go iraqi think national release north_korea can zu capital und last city hong_kong think sector war world time us turkey air_strike militant december news also turkish just develop turkish company kill even palestinian report add al hit die read_outbrain use new_york company meet last link country include new_york report use turkey play force month us make include first project can russia home video also point election thing istanbul way force turkish three life last u.s. call support sudan city city leader good people local business charge food back win more_than oil oil_price many industry turkey work also think day police bank country take now dem development border country torture video last new first day last include company war country president site people new 2014 use city news_bacolod police comment grand_jury business like run one take turkey report market iran clash security include release share part torture libya turkish club local time agency low take facebook market group take official include season city country target isis make international 10 hat attack syrian hostage 10 change information new people last city war please also december play report eric_garner report u.s. news discussion right news_bacolod local iran 2014 want us military ’ december border bear leave world security oil power minister new group und visit include government good 2014 accord one bank cost help project force people kill season show group since sun intelligence political know student free russia former relevant also want foreign public know charge sale turkey new_york please december city daily_mail first company house time two comment washington military minister topic war syria part turkey delete foreign many government der city festival can call government von die die police lead committee come government right new oil border intelligence cebu 2014 state change come court state post government ankara official goal day topic find american von daily_mail president energy report isil continue school isil black_sea two 2 world yemeni korkie big health party country increase use sun auch security look government billion turkey die come kill meeting agreement torture leader back country cia cookie_policy hold last meet one take child part news come 2014 three 2 area und life istanbul final death accord accord turkey worker make baghdadi news time istanbul 3 protest come start technique also 2014 police see man police include china need technique kill three two time turkey syria energy eye turkish leader group more_than work turkey report city country life life first meeting government der fighter protest new dem add case time army word officer tweet chinese um war force also december like die sale automatically china china south_african site palestinian people one visit use automatically use also report comment financial security government ’ one tell economy 2014 istanbul water next take also şi project plan also bank news security attack der woman can syria game report für point militant iraq want also child police protest city national match town global security 2014 know program turkey also come aqap necessary_reflect interrogation davao sich now group islamic_state four state service one monday kill al can man season government 10 bush people monday kill hold also sector can new_york content syria accord government political know country next 2014 turkish islamic_state care statement duchess security well know state high ban one december 2014 beijing care investment taiwan u.s. business der turkey company get two der protest report two report protest three military report project official military time energy use death und arrest turkish good make government view make service day world statement hostage turkey make white force information people or_modify official us peace city team government interrogation also part der man research study time comment new_york force president investor u.s. good death us day expect 5 last five game take police share game 2 al three iraqi home iraq two black_sea care expect die one release take world also million tell good decision 2014 also december more_than study officer use delete good der iran city first one al government attack ankara committee military report world president now party city also day political take victory day iraq national wednesday hong_kong istanbul grand_jury photo next kill disaster 2014 ankara uber police find research need patient al_qaeda baghdadi president well post cost border economy sun or_modify police turkey vote two fight can attack start child city day libya need turkey take market school project official national country auch police second mit die new may turkish us report time ’ yemen 2014 like turkey council time der russia world turkish government find photo add official torture child region time take investment istanbul president force home city three take time news also city national agreement la minister house somers cagayan_de people isil coalition child second suspect leave senate also turkish iran_amid people istanbul hong_kong use day league report new_york official day play add visit news 2014 country oil_price death last take first include police across back tell can play just member people agreement turkish vote tweet take iran police garner source last das people police syria percent play health weapon day 2014 istanbul just security china peace security border win report woman can show facebook wie time also woman back post uber beijing istanbul include send libya turkey university use la report people 4 win syrian win share president back good stick study want 2014 islamic_state 0 way also 2014 three come high security fight al us service iraq make turkey turkey time outbrain two iraqi iraq kill south_korea report government ankara political two child tell three change first way government first new send air_strike comment also three time high city city iraqi add police tell baghdadi al syria day support israel iran_amid high student fight one day syria think new_york cia istanbul turkish president council coherent sa three report turkish make syrian area council back outbrain just group project call der news two news_bacolod continue iran decision time time 3 world now committee group million time city police case company istanbul government official aus service world hong_kong team score meeting program president region die iraq world die kill court istanbul people fall la new_york report first iraqi van season five election police run tell protester development 2014 top provide city police also video law make u.s. group sie senate black_sea also take senate debate political child use world group hit china visit court report issue istanbul call two third people world make month 3 win area turkish al protester may life play us ein last military official case study turkey game president time protest people take release istanbul may report china war plan 3 syria country peace world take 2014 turkish can turkey include fight und one first country dollar club health final torture group just bank see new_york report use include make leader two police home oil_price al read_outbrain make lazarevic australia market die industry right friend_tweetle across second north_korea election us show news police back world garner make video official woman isis price point league iraq score report inappropriate economy dec us die suspect just sale grand_jury take syrian chinese ban government official win report 4 day minister wie 2014 suspect minister target lead third three share city 2014 one der japan include new may und across report protest iran und minister month country care just time need world find go low police turkish time comment erdoğan_pay health people public support new force ’ player police day game read also white_house club istanbul know people privacy davao police visit tell official prime_minister look libya share world government security month city chinese also percent also turkish war turkish 2014 right go sa istanbul turkey win cebu wednesday first fall point make come national yemen take hong_kong december 2014 2014 one make government hold one world million er game also syria people take sector first season us kill islamic_state also coalition fall also december country von last two leave people day look business hindu_business rescue_operation president new report make hostage percent country new_york force force china national add country also world charge site hong_kong per_cent help one government three time student one people al_qaeda start know senate technology city city add israel city government topic tell just city comment news statement sa turkey turkish war visit use december 0 get world security point lazarevic police comment price one worker comment um istanbul white right people syrian hat player erdoğan_pay new include story van turkey 2014 world new obama protester garner daily_mail detainee development 2 country attack 2014 china per_cent iran back photo change leader target now white_house comment go financial take second day world fall protest 2014 city game 2014 2014 minister rise can 2014 more_than 2014 take american us work make people get report make since new baghdadi police government war american make world can 3 israel develop debate good government like make make see meeting cia syria two grand_jury iraq league army call 2014 people die business new lazarevic festival also people since player beijing find make und need sector police 2014 und 2014 national hold iran share include washington president group market football one economy bank official interrogation december grand_jury capital game president want change border give company group grand_jury government national government woman police senate syrian black war china take mit garner ’ make agency make city get school arrest er kill get istanbul facebook add black_sea lead fight coherent good report state get war security fighter fighter market two area police protester new patient istanbul make full_story december december one good season take government release company weapon für know china get last first der dem find accord meet can istanbul police chinese 2014 first city intelligence istanbul high istanbul japan lead two life force man country beijing time police state veer_away turkish worker van relevant score und last u.s. hold discussion share isis islamic_state zu issue like 2014 force state president technique may police may case full_story run plan national goal fall force information world issue bank use tweet news oil attack share release program protest also percent city make ist new force take city report istanbul erdoğan_pay iraq two time final istanbul day look istanbul two get include help help security government report play player score people friend_tweetle people play government taiwan industry second report good go beijing iran yemen people one military turkey police sa take die get 2015 police lazarevic use police japanese hindu_business în security can show also turkey leader want national three die visit meeting iraq just country city istanbul send people second committee industry first time open include force sa back see last people take since news read_outbrain support new_york plan minute include one tell china people big site people first support water man help can add people woman friend_tweetle hold get ukraine group city hong_kong just von istanbul dubai new two death al_qaeda go first black_sea ’ country syria also time cia use arrest border rise tell islamic_state time can go city die two december iraq yemen run also need 2 city last government company tweet one score turkey comment report last one read report start iraq government isis now report new make one president report include official video score last global 0 isil city content fight attack country 3 2 see new erdoğan_pay city now state torture take cia turkish iraqi source see world sich member one istanbul kill make islamic_state five în libya dead team torture yemen cia great news islamic_state good turkey black_sea think time und first city man talk city kill national protest u.s. high week iran company per_cent game first istanbul play woman visit turkey first number turkey play security see turkish day home coalition first post us die last take december first 0 die goal time court country system season go new taiwan 3 iraqi make government home can win take first 2014 think sale last committee force national make new_york government international company continue die read people report iran free take city zu 2014 hold protest get new turkish five three ’ police good support call home release health monday minister security official şi tell send es final city match play find work group war man lebanon source time korkie one 2014 hold people iraq us iraq make 2014 season increase woman investment way make go also uber percent base first win full_story use know 2014 first play black_sea country cebu al stick city december technique rescue project russia war ban time percent work system case man beijing share wife woman word home visit win black islamic_state attack group report debate police report give 2014 military security 2014 isis turkey first attack capital bear 2014 people can help ’ win senate call oil ukraine tell town take army turkish war government iran_amid government first back fighter foreign war good sun make ankara monday 2014 turkish minister us market kill us game third government von isis man also know content turkey security police force next continue provide country ankara good region report take make also border first company libya turkish official police two people security senate like us thing season economy make market new provide government take relevant even group 2014 senate take iraq work senate report video food city duchess islamic_state cia add coalition team 1 statement new_york 2014 der think wednesday one also case read_outbrain government worker research film now people without_notice use use business cia u.s. iranian 10 istanbul goal police know come militant state week eine house university china win support state include turkish official 2014 student fight meeting come war percent hold die last season ankara hong_kong tell attack people give protester 2014 topic aus police player show school share national attack new come right include time kill take washington home turkish million cia last 2014 isis good international change police iraq militant cut can release people new country protest taiwan russian china last hold call washington der price city win syria technique december people family city kill libya see turkey area win iran time relevant score work back since match story news oil_price leave accord mayor market 2014 russia police discussion child now post global can 4 also government visit see can take last interrogation three woman von can africa cia first party photo 2014 city facebook comment release isil company just may new van good official one government player need world may last first attack source three somalia istanbul 2014 can first death win garner state first ukraine million ist al game syria rescue last work turkish arrest deal use get charge also release member energy work market american turkey death good need monday international just 2014 necessary_reflect report court man auch right good comment qatar give second government turkish make go get al team state view official lebanon decision die make attack president photo part torture area time eric_garner water food market japanese aqap like iranian für release bank take china turkish read woman meet include ein istanbul take one cagayan_de take state three player season aqap group take first comment three es government new_york site company university last care one turkey make fighter two company first eric_garner senate al show tell der white turkey time peace cagayan_de city develop share baghdadi can government turkish first release court country december news_bacolod turkey minister world take three torture comment get turkey isil dem attack die can election week japanese child government work minute time also make detainee army law country intelligence story us political last can make city great full_story iraq group al industry make project hit technique third 2014 one get president third arrest 5 make also area 2014 people 3 make police win now news day kill news school chinese turkish syrian program group goal fight former area one bear since state two turkey cia know şi last game high help tweet work von islamic_state work 2 report us number one like make take international death turkish 2014 outbrain add one come charge region new 0 2014 may time u.s. time week development government include december season million top government may support turkish first since state content istanbul thing police world government two turkish may two win group people sale africa play see new first government bear target price also share president government world report militant people wife club turkey one new turkish can attack turkish turkish black_sea win world der dass people 10 include get official area facebook comment local kill ’ find ukraine league also time police cebu hong_kong war one time u.s. attack şi new team woman know player post war world city report bear 2014 iraq system garner post market cebu visit story also world system world december like develop ist win yemen club get two can run report people free see use sale people people iraq use news automatically global use city dass senate yemen house can player former south_african may force people turkey man one dead region report sie turkish season police national power news_bacolod million cia one um goal city baghdadi project die source take visit border report site force ankara necessary_reflect government technique isil al protester woman business photo one take come 2 call world baghdadi bear three game also syria rise people turkey cia dec turkish country military industry also can police make photo match die continue win take agency home festival may inappropriate official die u.s. just see official run isil even take time japan minister al u.s. istanbul also good nicht hong_kong work wife growth home last show u.s. good like china world accord turkish protest al 2014 turkish u.s. can uber also win back turkey la 3 people 0 two city one city world tell somalia 2014 people new_york two turkish people police people score news hostage way get president day people al content score istanbul 2014 government death new win photo turkish one international woman season president also next case make game december iraqi worker make comment may şi find somalia woman people go increase win wie market somalia help turkish militant japan die two report turkey include meet japanese city woman region one last court book first state government city dollar way share investment city good government lead inappropriate turkish use take 2014 story dead turkish region people official city people may photo privacy power photo base like day growth erdoğan_pay die detainee christmas hollande inappropriate take first isis report fighter white start lazarevic two area 2014 national sun please use post country dec december city people turkish der iraq get content world turkish syria also china lead government qatar take russia turkey victory ’ share erdoğan_pay second china uber turkish visit back student take make die istanbul university make lazarevic match der 2014 fighter lead tell new people syria police_officer tell prime_minister city people one news iranian percent beijing necessary_reflect hindu_business man can hong_kong dollar photo plan two group 10 ’ first das turkey can turkish play africa us may sun two army comment first force mine police may war iran_amid three home china national time turkey china people go istanbul take australia turkish 10 site u.s. share woman agency daily_mail two government tell new military include police council turkey report also student also man good game time protest für government team president also one score iran go new area turkish auf hong_kong company leader u.s. region country turkish visit necessary_reflect december back 4 one plan border black_sea turkey million investment 2014 one case percent international use three monday two u.s. need find woman provide make ukraine syria taiwan time nicht december good border bear back come run turkish election take city low leader turkey report force also use iraq ’ december protest u.s. per_cent force russian help 1 turkey kill topic islamic_state islamic_state think first home sa dem more_than islamic_state street make show official one police_officer use hold people president tweet und city president share 2014 link need time syria win 2014 al eye 2014 government protest industry istanbul day market two people garner vote work syria like die support former call find force three ankara comment construction xthese region player make make chinese 2014 can side washington state open new project community team side last decision wednesday make time continue hollande turkish government also want us court oil für turkey one can istanbul come also world right december eye turkey topic city 2014 source story month city use security delete game mine now leader 2014 people den police auf release kenya december turkish service may world can open day christmas million lead week somers official also ’ report president use show oil festival police report people december us torture attack also issue also ein van world business system minister ferguson take man day december final continue people first many price syria second day give help international kenya country service affiliate government know make go cia may der turkey people al game energy africa official comment can high come one official two home student official city government woman report support new_york hostage und two city global good russia child iranian game technique black country play point first come committee australia global construction 2014 us way last foreign city find release iran back come two first world hit hold turkish official u.s. und billion team way power turkey talk attack go call cia bank kill support protest time post turkey hong_kong give new issue use provide militant new_york make officer last us hold time make şi support include iraqi first leader can people people time turkish without_notice war can know sun film beijing worker security oil may visit city company turkey get make black international chinese go agreement one also global four detainee share go new black town billion grand_jury two goal also official cut city kill also one iraq istanbul also law die 5 support find 2014 iraq military take charge 10 second good cut can city turkish news member turkish iran new mine or_modify turkey want vote garner world start south_african kill take play rescue_operation market force turkish two country read attack care şi per_cent care make attack time rescue_operation obama şi four 4 also get new take wife develop goal talk turkish without_notice 2014 also syria 2014 police send visit al_qaeda new world black_sea national two make can 2014 time protest know time group japanese people five turkish fall can meeting base full_story agency fight case industry oil_price see make team iraq make first fighter ebola point time season eric_garner 2 more_than decision area content take 2014 may israel home food country turkish 10 attack security libya december new base also turkey make government war cia iraqi official also come daily_mail council one month come hold release china give iran 2014 may chinese protest construction isis turkey 2014 four first 2014 area can two also new price low hold outbrain life go al 4 see lead three former sudan isis us protest time point 2014 country support city protest first inappropriate find also tell sa turkish comment court protest kill also death one group content site russia score season game people can 2015 fall man palestinian security turkish official 1 yemen football tell visit meet protest china world meet der work country construction police report protest die also fighter ist country include company beijing across life syria turkey sun 2014 turkish use three woman state president şi show police share run es also islamic_state take taiwan come right please also december see post iran official industry relevant first mine zu use christmas city al_qaeda law plan make government force player child group tell hold fall low one court take make go news family club two can people since 2014 russia report million report last story 10 new area people istanbul make 2 can kill high government two use hostage dec launch people city ist der state child duchess get beijing sudan league van win area free force win istanbul can day government investment turkey study military new_york hostage duchess group 2014 state share one turkish government 2014 official take oil new give city two night protest 2014 islamic_state russian december report military ebola also ankara government people good washington international election day und without_notice one many national 10 report can report make world decision american think 2014 time work die şi run police call student coalition call more_than make game new service al first war national use way three expect area school first two al new_york open political night police call league give war istanbul istanbul iranian child report russian garner 1 1 council report season time er city percent talk affiliate turkey first beijing monday us report back group school use kill hold border can new include group billion rise turkish like home report since include government detainee protest last two support region child minister million sa make also fall president islamic_state 2 security next turkey can new woman veer_away club one also world 2014 can force daily_mail first city region detainee system time report 10 protest rescue people photo government 2014 state protester necessary_reflect 2015 sector stick rescue us 3 first 1 game war can der iraq baghdadi u.s. time content new sudan report lead prime_minister das report leader market week may ukraine get world game five iraqi suspect war die russian street japan third state many study dec comment la part player december 3 can use service public military player city iraq last 2014 oil ferguson goal score iran u.s. come u.s. city city us protest yemen group point party obama take hostage government part price city time davao der company now den government border new protest three can take world accord work militant content way cia turkish time see minute man time city protest fall china xthese country right security two police der take city city last two come hong_kong und şi market tell u.s. country also economy also patient free low city white_house army people investor security death dass official die south_african good call also syria sale president people eine army ferguson china information month report sich also dead two play 1 group die business attack news official turkish 2014 prime_minister washington call sie turkish find city isis town rise u.s. police turkey man can 2014 die include day protest more_than study iraqi go one foreign work billion iraqi number turkey hold turkey force find water make police palestinian government can month city first intelligence last u.s. find turkey force iraq comment four region people last turkey fall two health national see good china global think public new use study photo child 2014 want iran food mayor istanbul china und turkish official talk go mayor also istanbul take accord visit man include include three russia die come turkish national die militant group city without_notice also more_than committee capital hat get visit police attack al season white_house house hostage comment 2014 can government russian christmas police first company economy people can company december plan international second russian police life kill may more_than day city worker time lebanon sa part goal officer state der police home lead city country fall hat want american lead al tweet one islamic_state der 2014 tweet come al_qaeda home day also xthese cagayan_de business two time party hong_kong das group ’ die den intelligence get city istanbul know take turkish final day report go chinese goal team develop das und sector see uber think football city topic game turkish protest five somers black_sea cia also u.s. visit go billion new_york new news release russian government back find talk research also share system work want turkey know support take run good sa come comment yemeni part two construction help protest post read health take affiliate turkey report iran_amid city minute use monday iran get good night us people turkey city party group state country group link last sale meet auch city istanbul woman point party time istanbul national russian hit report turkey official city country syria dec people may police intelligence time von world minister league show syria president point make turkish torture war take get share city company accord erdoğan_pay last official people city three change president also last police rise friend_tweetle şi country 2014 oil_price football delete child war include or_modify security big low country city plan team islamic_state take day leader russia first see first aqap sa der game syrian also service die health make police turkey turkey view ban police use take two hold friend_tweetle good official turkey yemen president 2014 force can country game chinese sa change international 2 use turkey protest project share two ban government hold world film rescue_operation turkish torture story 4 festival protest take government accord inappropriate increase know oil somers go turkey one first day release 2014 obama president take dollar bush company include view disaster official islamic_state care make world group back area china show 10 die sun know investment die news side low start first make news tell turkish state one group government china see use military cebu kill force people cookie_policy see state police comment protest tell give also new first high 2014 sale first attack security give president provide iran force death kill isis police photo istanbul u.s. military company city ukraine work source 2014 die worker monday für see also take report global turkish protester 2014 force suspect investment just win protest police business week take cagayan_de party add woman 2014 ist city us use der city mine turkish city make full_story istanbul open und photo service eric_garner law istanbul minister coherent two turkey political lead government mayor new industry turkey people business hollande world play taiwan russian help hold hong_kong cia visit world community first security photo bank die kill city cost also africa first company al protester wednesday istanbul four davao şi country report taiwan also president government police first 2 official president business three police take ankara week der season child goal one police_officer 2014 election country area area hong_kong city game one christmas may cia people woman us state read first hong_kong city al business tell tell run attack president goal child world 4 state country team three iraqi give show attack man von force report share million turkish official season home us play turkey 1 program yemen turkey eric_garner increase post include nicht und game two way make story market game official one link istanbul 2014 day can know police people want 2014 decision make release 2014 official black time day country city new_york back base national high 2014 china militant relevant minister get house energy construction content ’ iraqi new last eye know report 1 2014 may health make 2014 take two two also police south_korea information new dec also city official ankara club report syria city day leave war interrogation can comment president or_modify turkey world protest can libya may oil_price company isil city can photo first oil_price istanbul new_york region senate without_notice work syria news comment israel report hold come like day government make istanbul continue like eric_garner sudan protest one city one worker include u.s. death city meet und 0 share al market affiliate team police er first game story week border take get sa link come hindu_business make die border take continue committee also also people city share christmas leave expect low new police use sun mit know take new meet country official wednesday police report city oil market black man government syrian last win city time need day new party government world team 2 government fall give goal security last also one report last în torture turkish industry day 2014 şi istanbul visit take woman u.s. world uber group la al committee second time official government energy please protest istanbul city way energy week al also 2014 police world match know photo turkish arrest comment sich can city ist report member 3 share may intelligence go protester u.s. company across technology get minute china national report part security change show see school government 10 iraqi obama north_korea life game border start can come city cut or_modify video time take people man bear first increase may force comment relevant government und turkish second talk also torture one also two fight turkish sun iran turkish service black player people topic state use report two u.s. billion also 2014 turkish price play high government business turkish force border month islamic_state go report share use kill turkey win include report high istanbul sun new_york somalia iraqi second since protester militant turkey play war china city time deal turkey school good also city use investment use 2014 monday sector can people fighter make season day give attack five call million health first turkish team play ukraine book show comment last capital also second death three new part security investment back u.s. child also city game iraq 2014 police das bank city photo new add time u.s. think turkey add good government good government syrian minister official region story disaster just system kill das site also power court next festival one coherent law people public make charge iraq also many capital police africa fight 2014 inappropriate dec two one call one photo make turkish home service can need school player ’ people use first islamic_state australia country country government call death ferguson continue das military last good market mine das make deal state also police în police new state world u.s. season border 2014 like case und start 2014 leader kill report also read_outbrain turkey launch team torture hold member use country al garner comment death may get child duchess can service hindu_business one team open price full_story um 2014 turkish country two turkish council december detainee local ankara hold us come iraq street islamic_state change back discussion also discussion turkish market world detainee party washington one new ferguson goal story million washington first world comment two send country auf one und way china fight region month first turkey attack time come also area turkey sa turkey school istanbul militant international people beijing leave world government word us fight istanbul die read_outbrain police facebook first militant plan man share use also syrian day want city sun die last die hollande meeting story meet mayor country visit meet al 1 china day isil win use service 2014 es kill ankara al charge 2014 also fight lead hindu_business people lead people şi visit community deal use group kenya include make garner visit police_officer time development match force two israel business hold since bush country get police send people kill turkey turkish people want make attack take right want high see want black_sea three one one group service attack come group country mine official program develop part leader turkish life visit yemen tell şi charge new photo prime_minister time case people al country one cookie_policy go sie even day million 2014 national release project cia people new_york în news take report two game score korkie army home force just das get deal also 2014 yemen also week call yemen sie u.s. per_cent three president play turkish price suspect send photo washington force last want run can government time can 2 new_york season release new use stick point russia group comment und see hold country woman committee chinese president find world comment russia australia billion full_story day islamic_state white use country 2014 protest world one attack die also program kill work two can und family work meet rise child first 2014 capital police_officer iran take december first syria city rescue can new worker charge give please bear patient street attack kill one use need syria community city peace istanbul since china president make day chinese woman sun right two state hat can use xthese city national police sun come kill one al million comment japan industry group tell visit match city win video party visit support 4 isil community people time team last al u.s. court new lazarevic turkey one duchess work one coalition region one film share hollande china last us border take number three palestinian turkey time protest comment country mayor member content sich company 0 president can good play hold kill army mine information good state city good man first time more_than development percent protest last match technology team come border kill al_qaeda film duchess istanbul match police city president december al group islamic_state news just month million turkey turkey istanbul site istanbul police system islamic_state take know report people film report city world der student part may take auch now open meet police take game visit 2014 score u.s. vote develop december istanbul comment win new woman go need home group auch one state call company us people lead war turkey wie 2015 committee back sa last one good debate detainee want president technique health rescue_operation also technology news show report attack government military story share syria technology hit one or_modify also day security cut topic government last iraq und kenya report million auf club dass also police also work know december people story also town istanbul day just 2014 military police support day fighter source area use report second make japanese cebu player tell world also last turkish change first für story der people film economy also government police_officer first good like expect play score include financial local since last can people protester attack torture vote last people two russia may first comment low von home visit chinese hostage 3 goal city new play month local just win turkey city uber attack country program official two read istanbul percent increase city share senate delete investment video take military la police make think good get militant protest 2014 islamic_state turkey point dollar may just iran_amid take good match veer_away use syrian state ukraine world die take can attack meet statement ’ may security two der baghdadi 2014 charge official member 2014 work one also der technique month like people energy month weapon die government 2014 istanbul film point game first president die add syria change or_modify december 2015 day make new_york now take comment city daily_mail us government last release like support city release death ebola africa good dollar er may israel add since black_sea game 1 can al_qaeda take government without_notice vote syrian project die turkish go call statement talk woman dubai world cia know party outbrain visit comment include add iraq şi play one can week president turkey security three country can may home match war police time home great state december one die torture issue growth one day call also site work economy go launch start syria cia turkey one launch comment world government facebook turkey one child 10 state erdoğan_pay change committee eine post senate december dec ’ day may ein war plan ebola force get attack people attack 3 2014 president people world ban game national new al three take tell team 2014 die istanbul can official kill also add hong_kong make day meet visit more_than time hong_kong government iraq last give mit xthese two part also china december minister research tell security u.s. report win may former official local day minute back can people people research site attack turkish werbung iraq get time duchess daily_mail night week people discussion u.s. oil can town 2014 university first also also iranian city israel accord season sector cia auf just can come ist visit der former season oil foreign company time minute make next border group can man report may low come also game help turkey time site first turkey rescue_operation good group 2014 film home group people isis militant 2014 country turkish match photo al_qaeda official 3 game new deal make turkey hong_kong work security 2 meet home find 2 protest syria auf turkey leave ein military country government can china school turkey libya grand_jury may good government al come two like many obama take international take final hong_kong cia company way win area system ’ officer hollande garner world hit include isil court release iraqi even one van program economy outbrain water take time news accord business release great party use privacy country make two ankara black us militant visit ferguson 2014 relevant 2014 chinese das last want look turkish border country can accord von good city one many official er torture one border street like rise expect von bush member somers palestinian use ban comment party 4 world şi go investment davao continue government ’ iraqi day million day may lead die season war last can also think die government share comment make bank day go war military force city full_story und aus also government interrogation call since area december libya isil turkish just take visit us add people u.s. turkish africa find week turkish play government 2014 also month isis go million wife share city country die match automatically new committee come force death like protest official support take point 2014 u.s. china site second war two new take construction business detainee investor photo 5 attack call city also company us auch von three turkish taiwan work percent die last rescue istanbul white_house government israel qatar system leader support sun content new back suspect four government um wie release one japanese protester people team mayor world country city city turkey day istanbul 5 istanbul kill charge eye report comment police first court people go come region dead war visit australia 2014 report may new two day 2014 cagayan_de come call privacy officer game kill 2014 take bank news work und three erdoğan_pay peace 2014 two border construction istanbul state also city report call take like global black_sea 2014 victory border high comment also decision number friend_tweetle automatically oil die people student score win league us debate woman report kill turkey sun launch syria border report percent police_officer take take also student ist first add u.s. eine one report high take turkey russia new_york week two president one turkey turkish come u.s. 2014 rescue_operation wife 2014 season city 0 report health take 2014 include 1 new_york report official go make can win es security billion city ukraine war bank 2014 give lead coherent woman protester get use government grand_jury one turkey time 2014 first city people dem weapon three kill sun attack first official libya protest bush price give school 2014 area report iraq new market sun militant city istanbul al goal foreign day time day include visit 3 target good force tell und thing new include know cia detainee use world group hold come first use can new team read_outbrain last woman senate war program police leave official even look investment people şi decision go new day 2 make security cookie_policy december police base police_officer child 2014 talk world dem many uber official grand_jury call home kill game u.s. agency hong_kong hong_kong international war development know university fight es cost meeting know point accord may report turkey force new istanbul world like group more_than u.s. international use two woman 2014 child und detainee 2014 city prime_minister turkey police_officer point child 4 bank see friend_tweetle project fighter islamic_state play iran photo team two economy use official come debate group iraq city industry last coalition see country launch woman score 0 good und take get kill day disaster government 2014 think give tell force hostage government take also people way low turkish also al_qaeda school want ein nicht victory video make turkey china three al_qaeda new south_korea big tell new view comment can new country read one al health ankara city game may 2014 kill national may use league sie van make 2014 may war first turkish 2014 house woman word last protest include islamic_state project price china first iraq syria north_korea police time get industry new leader chinese automatically people agency two state sudan release er market country show two city one man erdoğan_pay take report 2 mine free den istanbul team state game turkey în turkish report case official also turkey der kill yemen government go start der may fighter accord dec political system somers make 2014 10 report now nicht veer_away isil sudan view hostage tell world protest 4 minute cookie_policy ferguson auf war xthese also report four now can people city deal foreign werbung get can big den take city first law use season syrian new eye comment us government water story syria two country technique turkish also come 2014 world government force north_korea official add eye win work point continue work can 2014 security und der growth 4 last market also time fight one der force can work isil palestinian detainee world city part last torture sale isis company 2 affiliate new_york south_korea season force three two can mit make force people two day ’ one turkish may price last country woman also facebook world china day government last come per_cent report home football israel new use ankara one tell 10 child game protester us three local taiwan back three 3 per_cent yemen game country oil also die ban report game interrogation report first police development day 2014 syria police city match fight like get arrest group know white people find cut since sich people think take content weapon istanbul read city one develop show chinese hostage home since two percent military inappropriate japan more_than 1 make iraq include people us turkish can visit white_house syria world iraq xthese eric_garner turkish hindu_business hong_kong turkish program find police new_york 2014 great people dubai take hostage way grand_jury former business can 2014 time team come new second many billion like police continue player minister iraq report go man 2014 make ’ la clash can people comment one take national first find japanese syrian turkey national eye taiwan country get coherent fighter hat time take 2 coalition area day turkey open win area beijing take first islamic_state border turkey şi last december use day iraq kill also now goal russian ukraine 3 istanbul go turkey week view ukraine football charge country country share world country davao share just police_officer world 1 please use cia party turkey child government international ’ war war city al point area goal hold use government see game go report minister bear four force force 2014 release two man also monday make istanbul come report army day relevant change point city ein meet top post tell air_strike party find city lebanon tell iraq official country city first xthese include turkey one der us die information comment day us den also ’ people cia day first find time mine kill capital visit world xthese intelligence last government percent use use kill good student child million last syrian day new_york mit just arrest isil work kill oil discussion percent two point release taiwan kill erdoğan_pay back bank fighter new_york iran tell like china home three davao give group 2014 include people fall turkey cia family win turkey also new leader one city day report may rise black turkish price also second comment islamic_state include take arrest 2014 syria price attack der may group city new_york russia death world border war work free ist child report win per_cent people day may business five official last 2014 league plan photo go show russia also libya country group report eye islamic_state sie die syria automatically give club month start aus beijing world istanbul work two also istanbul one turkey detainee chinese hong_kong die turkish take 1 istanbul privacy know world also life visit local take 2014 can technique lead von die 2014 new military service report şi force way talk also next al people dem may weapon police attack government give second death change december research die player global source police time know well president official million hostage can use friend_tweetle thing torture player police isil release also government istanbul police come 2014 wednesday use like turkish win man health isis turkey mayor world last three iran air_strike may know city market way get sie now interrogation market match iran_amid council link week game may us season get include police new also government show report use force hat police post group agency grand_jury news official construction istanbul point use case food official time istanbul post woman day take go top protest two government region security turkey japan news_bacolod militant hit also capital first just der people cia people first interrogation continue report see day woman official second sun government military comment city 2014 make turkish state also us plan decision delete city american provide take work business russia new take 2014 back get tell border woman read kill last plan wife next new right friend_tweetle change people link government time day life china für one go city can time also play go visit per_cent make across 1 agreement force work country now new turkish make security can dec 2014 release syria government see us city new torture grand_jury december information foreign turkish coalition week two charge turkish islamic_state people show 2014 people work die time lead auf sun student die make area political 2014 military share make last court two sie support need affiliate take 2014 get change child make country u.s. game provide city four military go wie kill can woman call group die city first run government release iraq take launch party qatar islamic_state post festival come site last may news company visit work people see use december lead accord istanbul good eric_garner syrian syria work decision also 2014 right davao police_officer water school play police international eric_garner visit turkish protest japan use militant information iranian iran_amid zu one uber sa japan news official group official get istanbul two report security people use city post necessary_reflect run include price city al make program come number air_strike comment country force xthese necessary_reflect isil one league city come book use first part information syrian protester lazarevic water december new president officer technique turkish energy people oil back 2014 qatar top month time week turkey call dubai visit help people use leader economy growth taiwan syria taiwan way part big one facebook military can information grand_jury garner islamic_state iraq sector ukraine water new include u.s. area state turkish well wife bush way know national take also officer health first police work protest also people ’ political kill turkish take child time hat man market city two turkish photo und use city people technology hindu_business many second include child u.s. first people von photo al_qaeda work topic official global army new_york hostage take share china hong_kong turkey like expect second two day military die city region may worker state wie military home us word woman player intelligence open suspect like country day town oil thing city two include know force group sich official take turkey company new country protest leave child davao auch sudan hold two sie state grand_jury government der hong_kong service turkey iranian group kill system december hold 2014 coherent 2014 hold talk police al kill team death government share der vote see life new like kill look region peace month first cia add release group die 2014 lebanon meet officer visit just two state make automatically rescue_operation istanbul government one beijing release point start day hong_kong add water can auf goal two lead în syria 2014 use ein number market win police christmas sun dollar base somers million syrian two japanese part see islamic_state use meet water post like discussion kill iraq city school help 2014 fighter group attack south_african es percent see home auch team attack city team official site team may just plan 1 state death chinese one side und post free u.s. child report three just lebanon ist turkey auf call military turkey new country islamic_state post first use grand_jury take growth taiwan include start help die force two us russian 2015 turkish report hold three 2014 source back come player first make turkish like outbrain first day world kill use include necessary_reflect uber police victory give like first istanbul two die government high last report one people include good al one war man one investment cia new high yemen people der two hold police one million sun now air_strike festival city three minister turkish militant go first video force season turkish per_cent match al change get istanbul more_than day city police since turkish charge make can one state take es people people player see woman u.s. one information death make game bush home die auch discussion istanbul child give also see first international work well agency rescue_operation last meeting turkey company turkish three 2014 release china take market city security can release two new capital game us come last include hold company five new start information sun death und erdoğan_pay wie last release ein now side home team bear cia iran two show people point since 1 garner also und local last war foreign government report iran comment international 10 country use istanbul iran_amid bank affiliate make lead good istanbul new go call international necessary_reflect yemen price day police turkey protest und dollar take islamic_state month people attack make people news billion just member run take industry area 0 make ankara hostage people law world link official day world may party week white_house house international day world include also us night investor good two december ukraine police china system protester economy video minister more_than 2014 report make oil_price în new_york hold international fall project cia woman world service film leader may political one hold make home life service people wie torture one take time day city country new time nicht black kill high china new hong_kong can people people 4 also one debate get tell japanese death people sa since support kill 2014 people make local official us also time two go play facebook court also protest people new take work business team report also company think use 2 many make game turkey auf news game one business can turkey comment turkey garner home von game russia ’ country committee post protest world care bear leader goal ist release town force right first town patient hindu_business cookie_policy turkey night make also al back police turkish take court meet syria first continue last may include 2014 der day court wife government last come cookie_policy world two syria week protester militant first sa sich turkey time company world new_york team get percent state issue post official die leader attack country victory market win change know chinese people group istanbul group come baghdadi isis iraq 2014 high turkey get make force city one istanbul go read play may million islamic_state turkish score report former cia report good hold turkey can government show case coherent comment iraq city chinese government use 1 korkie make sector meeting also von life people die leader cebu u.s. la war city 10 two city time xthese system think rise first include first show care month more_than now bush den state woman wednesday city cia time second new technique people turkey visit die country run one news issue call site ebola now child link police state government last der good victory chinese visit increase one isis may get use new team add iran_amid include turkey december protest football security may report turkish accord student program er december kill dass official region group child three 1 syria first point country syria detainee take force turkey service world friend_tweetle new world people comment ein home cia auch woman turkish white_house back investment one beijing use one start also hong_kong market hold support comment dec week december us december technique first new minister tweet news tell power government 2014 report news official lazarevic time 2014 al turkish run take add chinese go student 2014 turkey cost arrest syria china increase new include police nicht cookie_policy house report week now lead like last beijing es black_sea go istanbul use last night make clash grand_jury city make islamic_state source city read city people program home russian international now protest turkey come turkish sun city china 4 war one new 2014 leader company russia hold more_than attack make construction four also time woman report al hold go syria turkish take see isil week word now want islamic_state news good one group share russian official istanbul see 2 also make lebanon islamic_state time news die china ankara government first u.s. turkish last islamic_state cia city security new report film financial make include woman für win think percent come al_qaeda capital new make us visit school american people detainee 2014 city take share turkey 3 iran time city news border club use africa new_york rescue one global official company think million region agency u.s. december baghdadi new one research zu global country în islamic_state der take many war accord one want people border one court last now include can more_than first come know report american turkey people new hold photo next one two also syrian sich hold international turkish turkey coalition just lead istanbul kill president u.s. president 5 read force day get city city aus service find one party davao militant show isis torture political kenya force court china also force life government want turkey police_officer necessary_reflect also new one world take season attack charge sale turkey one one power state people work 4 technique can yemen australia two militant think news investor include good make day istanbul go story first official turkey go work istanbul al agreement child kill like court case share agreement ukraine der ist er 2014 people 2015 time world chinese turkey tell two also play die new also oil lazarevic just protest global two der war week two play security can see add security istanbul run also one force december link use president china istanbul der community death turkish construction two senate may us kill dead government one world intelligence good work ban city us last militant city der service company also release 2014 korkie iran dubai also die committee use day economy north_korea sie charge police senate patient get attack news home syria news_bacolod take der one leader good child border force decision mine back kill border get black_sea first security include people fall veer_away area university five new veer_away south_korea billion turkish day way three hostage december first senate force lead school iraq al_qaeda time tweet al al one group militant first turkish take day market van report lead without_notice information make people bear officer hold washington die make club wednesday also war three deal business take also syria report war team turkish two military view area court well new turkish see high wednesday investment season attack group security turkey turkey take city istanbul also nicht use qatar government know lead turkey call president think police time border two country government comment program inappropriate study energy leader world istanbul meeting power us go like 2014 military report read turkey automatically photo police daily_mail source season group militant make school turkish president bank also community global time 0 istanbul tell und turkish military get also turkey news force also la take party charge also team istanbul lead china woman baghdadi protester many street government ferguson 2014 erdoğan_pay border worker russian release die yemeni military day government attack service growth official one season region ’ second release come cia win qatar read_outbrain health run sa eric_garner world fight source take also festival world comment 2014 ’ 2014 player 1 report now dead win iraq site russia point official people monday come monday week islamic_state protest program aqap also debate iraq health new meeting million ist one make view take bank comment relevant team make help state start can iraq uber take source first support billion million back xthese coalition target black_sea people post want december cia get can attack season meet iran_amid protester comment also without_notice see life state first yemen government comment und japan two day third 1 capital investor take great visit 2014 kill next school former point good mit mit turkish 0 monday turkish protest just cia syria million content tweet back israel family u.s. attack chinese war police three kill make party view use want president iranian people president time outbrain case discussion one comment take one people 3 u.s. official political syria outbrain group read_outbrain plan first include home report senate one um player kenya release u.s. now home percent economy financial release comment agreement group report government club police_officer isil many take arrest top add take security weapon border ferguson security support committee hindu_business month second 3 government report new share two foreign across capital city report man aqap police former people party take two japan isil japanese number game get comment iraqi 2014 leader day school get government senate libya two 2 political come market white also al suspect team season club 2014 facebook make kill police call december new back three u.s. u.s. turkey one islamic_state cia photo comment new man news government iraq now isil good week ’ go police country game take word add member get islamic_state 2014 three islamic_state day cebu link open den include minister black high time report development content country per_cent turkey turkish also see syria rescue_operation nicht december mayor rescue istanbul good turkey world torture war die şi istanbul africa official three read us china league rise von season comment militant aqap van der van necessary_reflect official turkey billion area syrian make 10 also goal study also child street comment please one top add auch work turkey wednesday oil photo news city may include find development make also die continue time part security facebook want 5 take party istanbul student bank city people final obama new comment tweet privacy turkey day win many get force economy december one two company one last area der government police meet launch construction number turkey one make somalia come police party report syria include run ist also december force world day new al score festival start 1 show time take us iran_amid plan two first taiwan season way free islamic_state company australia mit take facebook one government make last help official president accord cut work use without_notice people run turkish turkey photo read report islamic_state continue oil_price group target company use one may story people der turkey season research day iran iraq second world world security december der cia can der fight good leader show daily_mail syria month attack syria international russia government death game protester financial dubai 0 world police grand_jury also 2015 make global book two last bear see 2015 go come one issue price world use time kill two home site accord islamic_state turkish take more_than visit visit monday community tweet turkey police tell government national government istanbul cagayan_de release government world take go first ebola release syria government attack country u.s. national provide turkish two president kill protest company go company market get help lead way official know van growth world turkey can also new time turkey season military use get interrogation syria group torture attack 2014 include istanbul country islamic_state turkey meeting turkey make government child government can washington can player world time add come one police government oil_price president deal city point turkish group national world china time more_than win country one die know december cia turkish affiliate information beijing use vote report peace good group take team issue see cia per_cent party report time one world grand_jury russia top power national cost 2014 photo la syria black_sea china aqap agency turkey people december great work comment street hold yemen make death military hindu_business people mine score financial site meet post mit make und just billion develop also attack care more_than istanbul want report hong_kong play two one show woman turkey report der use tell delete number last comment weapon city turkey get syria deal report ein first country country child hold call last official ankara two news_bacolod december und last friend_tweetle country group city kill vote one president somers und go across grand_jury first city take two get first uber friend_tweetle world leader technology world part bear cia senate city launch plan company foreign market time kill first project city president torture rescue thing 2014 islamic_state look win turkish continue get point hold turkey increase day charge may people service project share istanbul use first continue child în 2014 country iran istanbul call officer play two government korkie price project take player right new health aus meet capital also growth turkish share launch call first take istanbul new city kill home school police für us point people turkish home economy release yemen also company 2014 win view new financial also man system turkish duchess people also 2 water turkey government 2014 come visit home care people first work see two last second wie service iraq find season may facebook government army charge kill government istanbul global turkish official find change work group game issue protest official um one capital military health run may hostage report visit club news hit government last friend_tweetle 2014 protester turkish new official also hold topic two december one last two can more_than iraq police get need photo news day report sun work fighter sale information team air_strike talk 10 security december two school war two league istanbul foreign development get border area coalition world growth intelligence woman visit van report development game word film price last minister technology ban visit school necessary_reflect team take und weapon december privacy story report high attack iraqi score state china istanbul people president come win use news take syria auch turkish country make border police war city child eine tweet interrogation sun new turkey post also may relevant include two company new city content like government also now now play point istanbul city city match government ’ may city worker inappropriate comment leader region 4 home islamic_state make expect clash league baghdadi sale can 2015 right state one white_house china bank news two first city time government number get china war militant include government day open develop erdoğan_pay new area people syrian istanbul worker wednesday read rescue_operation use show yemen garner china iran_amid china woman global man city also photo people way agency four protest us system attack top north_korea need day bush first israel one take world go police win cagayan_de suspect senate korkie need new_york use make new also two can many u.s. business people news torture market two can club season turkish official hong_kong two people turkish militant city first fight charge area kill second state region time sa first child market link people make team 3 may government agency work protester day attack last four company run day 2014 work go point call militant now us yemen support play top group people national turkish city north_korea news war hold school two game take team 1 national die daily_mail can 3 area thing three day report eye good make give new life video turkey also duchess make see know law take new last dass turkish us point 2014 time two cia student read_outbrain news also time rise government cia kill istanbul day 1 cia public police now police police low leader know 2014 force player comment child read 2014 turkish go monday good change iraqi al league photo force und town home play security country military people photo season house student committee official official city hollande play party city attack china 2014 comment two country international four sun billion city von make work 2014 group rise share also und city news also bank just december military national 5 one comment russia die game take tell make 2014 military top time like area read_outbrain president day get der meeting patient season baghdadi army world one deal news house view goal 2014 law one five group israel police leader turkish december rescue_operation one need use technique official two low four islamic_state new talk game way und use child take turkey ankara china hollande add official city may russia time look like one two play people match one 2014 2 last night new show kill intelligence december intelligence world start war government security world call die home country take one 2014 company hong_kong es day new like take first war million may force post one das istanbul hit istanbul can und ankara report security protester death former new area see win beijing charge white story 2014 border official police yemen kill two government court new continue way story news good şi people ’ topic need first world issue obama team three turkish intelligence state make iran_amid ukraine oil_price back turkish suspect report turkish group go um russia include people ban since police party house use party sector work china now iran like isil take official group government ankara make beijing committee city new people country es report 2014 photo 2014 sa business continue content people go cost call win play may make support report one price call story turkey militant und more_than lead agreement china three know take last official war report foreign 2014 kill right 2014 get point people time kill first kill protester community release 10 und see somalia military company report report one also release go story death official business torture minute meet torture north_korea american energy council protest share take business turkey work dollar iraq investor protest group month senate point 2014 security rise read al_qaeda score just kill think give go 2014 news 3 post include 2014 bush release iraq china police minute photo top season think photo people more_than goal community world turkish time police time use china new davao force ist official north_korea china 2014 protest automatically şi dubai goal comment first percent game may way share hold us senate day new may use 2014 australia istanbul go ferguson obama home continue look people protester go turkey season tell report bush war fighter report report city turkey turkish american obama market official dec share goal two man news come time play football mit tell one state call grand_jury worker government state take also turkish come find turkey eine first turkish new construction hold work automatically new also get turkey turkey facebook three yemen attack police_officer last free health leader cebu libya islamic_state news include islamic_state 2014 photo people make energy das use der news_bacolod world side plan five also city league many week security für more_than council new people 2014 turkey public protest know syria may five base local december 2014 two city charge make one time city al_qaeda ist home case military und post new 4 life turkey protest see werbung score continue time 2014 president also also last yemen kill tell hostage economy iraq december party release time dubai site iran_amid government since ankara also istanbul kill japanese city local photo new one first uber city discussion rise meet capital international state people three find construction make veer_away find force can two open find turkish just people black_sea video kenya black send interrogation country grand_jury december power use make release child service torture garner word turkish million also price iran company two china people one lead club official minister den turkish yemeni show washington post make turkish police university visit border country system force 3 obama report child cia just şi photo one start story company give game und side base government school istanbul new iran protest north_korea like home cia der first 5 million sun obama show good new post istanbul turkish black_sea last add security visit target new work people agency cia day last million attack taiwan business turkey make hong_kong attack 2014 country 2014 million police accord take government police_officer us visit new work work power energy 2014 new financial agreement want world turkish people can increase state top give 2014 good use get vote minister first sich ist good people last force talk davao play ’ add u.s. isil yemeni service ’ home cia military use also ferguson militant russian syria world good photo government go people country chinese clash arrest go region financial three police take find palestinian fight news support or_modify story dollar goal 10 2014 health us comment new_york 2014 video first develop go two dead first can club la committee player senate ein market news_bacolod news_bacolod play time program syria fight child well league border time day detainee first cost turkish add visit china intelligence us back official us 2014 more_than home fight football iraqi government december big take like make military second school many release help die also take service political two dollar last take can win think police two hold report debate hold day rise release come 1 can new sale release official just new peace think bank work three post suspect committee senate uber government fall cia istanbul report month also official world er come sie world ebola score expect coalition lazarevic million financial beijing turkish come growth just tweet new may think turkish president police_officer istanbul post make affiliate make cebu kill change go state 2014 china national can turkish von people sun can back yemen president istanbul kill hold fall force report people league investment region win city kill qatar call market second istanbul syrian great use report city russia business military house 2014 von security hindu_business take government istanbul city u.s. four work global police security kenya cia force hit take just december day time istanbul turkey last people government people support istanbul city hong_kong decision goal first side attack last two festival just turkey christmas kill win market include auf man one price include cia low deal target last oil one game official government month court people new first us prime_minister match come win attack iran right get take people eric_garner border das people price party season 2014 die 10 health service army black korkie may government sector police new isis 2014 committee 2014 istanbul qatar may christmas dead take add visit dollar die turkey city disaster government auf die leave use china kill sun use good one city site more_than ankara auf turkey government report school security news iran know one game iraq political attack sun war country turkey visit obama use or_modify hold video militant grand_jury make fighter monday two turkish automatically last use syria white_house next new make home militant group city score friend_tweetle turkey fight take deal president increase first one government study also research call foreign turkish share can area 2014 discussion news video plan security people company 2014 release time city city information somers information arrest country 2014 leader u.s. und one police sich make 1 police find militant run der 2014 man look news privacy syria december see take peace turkey give go child attack take obama 2014 3 senate attack day court turkey state accord show cut detainee go change comment torture hong_kong committee minister von project first come 2014 iraqi ’ area state time nicht group post give islamic_state sich site sector technique die report government get increase want sa first country even state china us come president care water woman nicht also see care city istanbul service president cut facebook istanbul use one just military cut tell play turkey 2014 turkish turkish work force city war istanbul turkey beijing development state wie comment people 2014 istanbul protester day president militant need cebu just international protester turkey get home kill 2014 turkey also turkey take al coalition police hold day work government play turkey iraq support talk report turkish add think peace grand_jury garner child report und sa comment report officer child include werbung go call comment first win work just somalia technology turkey price relevant agreement cia visit people case us work city detainee come want time also hit or_modify one area state season use one group group und health time leader committee 1 food korkie country last security us us two company decision election can victory player people first report palestinian und take city people country global election der korkie meet report turkey two somalia china can good meet meeting increase president cia know can call expect two also korkie price 4 group day day official turkey von city back 3 inappropriate people area tell without_notice service make cut taiwan include send air_strike cut go day first market make istanbul country new can two kill u.s. health somers great see per_cent club new_york back national al man know use people like take report islamic_state istanbul syria woman source police first 2 agency rescue_operation minute business make stick well turkey percent company u.s. million nicht national get technique world home group content call president cebu isil militant australia city food first street include lebanon national month disaster technique also police police world 2014 air_strike al_qaeda send global public percent national government comment comment may lead agency please der garner also discussion outbrain nicht dass last russia force make go comment energy first protest people one în show december police dubai time ankara new istanbul japan two official month first energy turkish die erdoğan_pay thing clash increase accord state get one back time go student city 10 site president affiliate growth good turkey take share turkey sun hat work add oil government kill cia cookie_policy al attack eric_garner turkey country accord group 2 islamic_state team uber border get next beijing protest comment go take play team woman goal australia turkey iraq information part es tell china make hold can new play committee air_strike program billion city 2015 time give protest 2014 debate kill look police day oil turkish home content al turkish site back win just call grand_jury man country protest turkey turkey international can system christmas people match percent can expect man border first start use u.s. government police cagayan_de time technique take turkey turkish militant affiliate agency turkey provide group team may force wednesday foreign share ’ yemen palestinian police make december cagayan_de time worker last country war us eine show first first two attack country back report meet court 0 turkish country side back new new government australia time cia also cebu also country point three iraqi people photo visit turkey new_york story goal islamic_state new photo van take see city report expect turkish part new government country get torture 5 hold privacy time washington two last agency come next der score news comment al report share continue iraqi also victory iraq senate baghdadi istanbul community people man high die turkish ebola photo case think 2014 somers use take new national region report hit case day air_strike day make hollande police patient city sie lebanon plan photo also rise us more_than country monday turkey la hold part per_cent syrian one turkish region kill report cebu agency death foreign meet call international officer party last 1 erdoğan_pay syria use also one know last good charge death china price city go price one company police visit final one plan football government also match al turkish intelligence great child group iraq suspect mayor international may police report one auf hong_kong can comment school country go support police information wednesday make visit site istanbul low continue take iran three und government share force also interrogation hold fight delete people hong_kong kenya add may high report war ukraine comment die worker 2014 football one japanese security life read_outbrain china cost comment also turkish send think political photo please turkey work one militant debate football go war good der israel case take kill next meeting start game night go political group second goal also obama auch new_york full_story go state may city islamic_state turkey three la day government one worker kill eye new kill yemen million syrian arrest suspect visit cagayan_de read photo city life peace protest business yemeni syria nicht deal kill player hit group der military syrian release local 2014 cagayan_de day may iranian first company us add many istanbul 2 world hit hong_kong time korkie economy attack get million two new government come life wife second national military match comment back construction include december team program worker visit arrest launch team child das militant growth police decision tell community new city study president good can one istanbul official day government football turkey deal go may force world million man day company ferguson turkish last intelligence russian committee study istanbul military use police state also detainee show system area student attack region man time full_story now und country death russia people two call istanbul der make last 2014 country service iraqi syrian people change attack city also report 2014 game istanbul since government also one die military now investment world attack russia china three continue add turkey technique include time use police one come turkish world turkey baghdadi see home three government people price 2014 fighter government look protest lazarevic agency attack project mayor werbung city second get city way information police video peace local construction know police political share disaster worker city taiwan rescue_operation look national also can country food or_modify istanbul story ankara new cost iran_amid use government two al die game u.s. istanbul life 2014 china state al_qaeda turkish people also attack law national content like al militant want one rise somalia work support police day force police_officer also life city aus people people video two like public child coherent can call december relevant city chinese iran league washington davao time şi first one automatically islamic_state two point senate one may turkish first syria world inappropriate goal people one take help hat make see minute people go also death iran people tell three play iraq also report party grand_jury president 2 sale police also turkish north_korea expect people increase lebanon 2014 first global world last 2014 agreement tell world home new company mit der can new mine police price right house iraq technique report country right security goal ukraine share also people take davao turkish official security turkey yemen win protest der make start point country auf inappropriate aqap police monday istanbul clash win since committee die may new_york may week just wife back like court turkish release security die include government government iraq man comment player prime_minister country day work content share 2014 hold weapon al washington security use world time force system information 0 national van intelligence rescue film now like city food film second city committee syria turkey without_notice may 5 use turkish washington 2014 many security turkish al four yemeni military time china 2014 club one make people time black_sea aqap million new_york develop december town iraq 10 al take house issue council also region war army day turkey also last can minute official also aqap also president time turkey use charge include iran 2014 report goal die just story go financial die include bear go use aus plan good people grand_jury oil 2014 rescue_operation istanbul city come month last obama call ebola come people score security militant al die president post visit 2014 2014 u.s. second hold system sudan coalition 3 world first think cia show national home area news tell people das include system die china area south_korea protest die iranian report just league million 10 last agreement china man last time al bank one die day first hold privacy people home make turkey bank season share night give plan also time plan make project information take woman people first first go bank one turkish need ban share aqap istanbul hat one also man cia call government er cookie_policy low iran 2014 accord city two 2014 2014 share attack attack cia us match provide people turkish government play isil erdoğan_pay war may protester foreign can first team city syria three make team even government kill police city month u.s. include er accord add street government can syria police white company 10 senate want protest chinese open u.s. game us read first iraq city attack council time call meet second daily_mail china und new_york people al_qaeda child report market game force company last team come monday last country care ukraine 2014 obama der first van tell hostage group turkey use people take 2014 take security community one care time al_qaeda area day include season can 2014 new election use islamic_state good add first auch minute also protest provide high garner government expect şi school national can agency also news syrian visit technique also government war al_qaeda power care oil visit mit meet site turkey child first kill player report new support third police force back can now comment region law report hold istanbul city us site football hostage ’ start add also protester low zu security take force match kill price international 10 state report interrogation information black now report student dollar comment sun christmas al official new country monday cookie_policy syria military also syrian iranian first make privacy turkey protest first u.s. please now beijing company sie law report good turkey ankara monday league take back force 2014 one point provide last kill city two last more_than report like china also minister look news report turkey growth 0 community case ankara us one continue lazarevic get team 1 government qatar just police use new_york police city release debate day full_story december last include turkish grand_jury state cia christmas russia four interrogation power group city new season cia monday work can iran bank also 2014 billion show report davao one new_york government use leader first oil_price turkey goal work give now day 2014 get city per_cent white_house es south_african tell south_korea istanbul president case committee site show 2014 den turkish work use die city day official add bank take please turkish new people talk even two local open tell people month report last use people protest attack president 2014 back report charge chinese die one la add back town turkey government support health nicht second three al day rise party china government city first use family five people iraq take use post two zu army win two coalition coherent city force add official comment country woman 2014 deal city ist can second week high north_korea city ankara rise may sa people score iran qatar world uber africa three people call part hindu_business continue club people military also death share 2 der coalition think can may release kill people last health goal two first may child december want city include sector go million china meet und go country turkey official country economy 2014 country peace good right police_officer foreign city get first people may market two people change comment people student 2014 like china state information add isil official veer_away people accord good two hindu_business water istanbul game force 0 us government former area play leader report election report source take istanbul world 2 torture president military region last like full_story may news_bacolod party make life come monday also one first way project see three also us washington score ukraine president per_cent bush work time first woman man die sudan security one show protest can support way stick target time make chinese sector china make 2014 election people world day die şi somalia take technique border play peace also two ein high president das also second rescue more_than read_outbrain iraq state develop officer city city war people committee 2014 us yemen investment new investment one iraq sich us islamic_state house take country woman statement take u.s. match kill game government win since city show make 4 program fight russian turkey iraqi bush intelligence us iraq view president or_modify part show price support ’ use get party hollande increase can foreign force also syria book cia child turkey read issue military oil_price christmas two meeting south_korea price chinese ukraine one cookie_policy provide program make word talk turkish news sun clash hold send iraqi isis davao turkish two yemeni use like take international city border one sa send city syria hat last system city people support 2014 make security cia add topic team police iraq city call three start kill black war government iraq time like know 2015 monday use release state one 2014 play cut high attack take photo istanbul know number turkey 0 beijing disaster win intelligence know official meet point turkey two service photo 2014 border just case government turkish yemen group post work run two islamic_state way work make low visit go iraq continue national ist new woman president take turkish iraqi good country sa three cia take inappropriate last season third iranian way der without_notice das last president comment country military also new thing two financial percent police right first use turkey get somers financial work us erdoğan_pay agreement hostage kill cia point militant world last xthese use world month school turkish law take home 2014 friend_tweetle new player erdoğan_pay also expect food turkey point disaster attack look syria official also new business turkey night comment istanbul syrian syria people final fall worker see victory party country 2014 new home visit last house december hong_kong police_officer turkish month isil last score may like us xthese also christmas government hold life two win take 2014 government first debate fighter militant war two next mayor month us month former people committee turkish goal come take isil two police ebola zu last china military group islamic_state islamic_state security force may isis story hong_kong can use region former cebu think tell nicht al_qaeda increase intelligence like two get black_sea turkish also border third people australia first kill 10 russian kill national give relevant market mine syrian goal december just take health turkish government city charge since president peace visit one open use like may government home take inappropriate national know think take city make world van washington police al_qaeda 5 new van time come just cost season day life 2 price ferguson woman government team football turkish game take japan know make growth power japan one korkie top law people government two start get eine development visit business werbung go health may und palestinian come force region also also more_than game war one two new_york turkey islamic_state 2014 monday 5 business region council photo iraq sich december city city back two 2014 protest technique can day first may win woman report photo white_house one day site military police launch company fighter syrian day one month season minister system us turkey veer_away police cebu school come foreign police chinese arrest side 2014 russia base since fall privacy house season first people bank turkish party man force plan new two find president new china iraq us russia case time protest turkish show turkey police december also china kill 2014 al_qaeda score country may may cia bank send torture war city release take world full_story 2014 home also economy 2014 turkish time want bush istanbul school ist two islamic_state detainee istanbul woman minister help government next win clash 2014 2014 government country one first two 2014 business school game 1 come final us photo wife country senate house use back may 2014 two law white_house police istanbul die man turkish dollar league lead turkey kill erdoğan_pay life auch third comment palestinian december group world team turkey show week construction one two force can take hostage people comment eine government u.s. time cia garner report government report white two 2 first back service new_york washington 2014 law story taiwan cebu erdoğan_pay security worker business also report win country arrest area city 10 use december lead und use government food police baghdadi also include u.s. since play go military city go security make es last think member make per_cent report border militant turkey kenya first people country official help play team system international also president first photo water work can people three december us man market meeting also state 0 include first point also just develop report see protester comment match senate city day continue country security torture first turkish russia play official isil report 2014 hong_kong bank take woman die include tell next grand_jury also kill official also sudan hit decision month come istanbul police change decision police country eric_garner meet es family christmas news start come can please istanbul 2015 day american three die agency outbrain one agency show korkie city club billion military see december can 2014 change china 0 fighter turkish increase xthese back istanbul december low like kill talk city 2014 case one 1 give case china come get one like 2 country visit war issue company now time more_than 2014 new al country people take stick last make iraq go one privacy istanbul kill health air_strike city turkish die 1 tell now government state come first man industry take agreement december attack home protest use al lead decision election u.s. may take like post financial thing police 2 hong_kong ukraine iraqi take president visit dollar sector two city launch time final eye first construction turkish iraqi turkey woman two city send istanbul city istanbul more_than city us syria force one second first hat visit two also need cebu islamic_state great first charge police know istanbul somers go 2014 police_officer die city site security play come new tell december low new_york state two player syria use go von beijing china also news billion share und die time man islamic_state can game increase ban house country turkey city oil leader people group company turkey number fall next party government government um report run new us man das case four family turkey world kill people eric_garner new ban police_officer across turkish hollande 4 officer protester first economy prime_minister police iraq base militant child day die government right ’ new make und report comment business country city ukraine istanbul player state new_york international football work attack last also first group turkey work first clash uber government child protest turkish hit price report 2014 since group russian december al_qaeda point country take new since group davao country protest just also government comment minister suspect china can company officer u.s. lead inappropriate country istanbul people news area without_notice first palestinian auf automatically one russian team leader 2014 share new la chinese charge istanbul global istanbul also news_bacolod make country second win economy privacy isil von police national militant worker month support work win two start syria government die ist al al_qaeda ferguson government price team cia kill news police december la 1 two leader people die turkey 2014 time fight die dec people may libya die kill new_york now coherent turkey comment content one video woman turkey use isis book ferguson agency go intelligence player also syria take night use one president look party good provide report city also istanbul und come meeting lebanon city can just can business istanbul 2014 death make come die death football official yemeni now country kill second area minute get official new city al zu share month iran patient official der may support work sun das just 2014 lebanon first photo two necessary_reflect new_york white_house people government include local state first take iran government istanbul government continue force december auf mine oil police_officer city just stick cia hold cebu million give take new official dass take next life official und leader cookie_policy side now visit get kill one istanbul health add two country last baghdadi first country come share istanbul turkish book lebanon new two give high economy get report time military state russia militant target istanbul und government also security two side turkey davao und come security match market auch kenya percent white_house use story u.s. report use side night sich sale interrogation club goal people die information way come see part share north_korea three december international want city report
CPU times: user 4.86 s, sys: 40 ms, total: 4.9 s
Wall time: 4.92 s
In [88]:
%%time
%matplotlib notebook
from scipy import stats
# Different PCA
## topic-words vectors: topics vs. words
from sklearn.feature_extraction import DictVectorizer
def topics_to_vectorspace(model_name, n_topics, n_words=200):
rows = []
ldamodel = joblib.load(model_name)
for i in range(n_topics):
temp = ldamodel.show_topic(i, n_words)
row = dict(((i[1],i[0]) for i in temp))
rows.append(row)
return rows
vec = DictVectorizer()
X = vec.fit_transform(topics_to_vectorspace(model_name, n_topics))
print (X.shape)
topics_data_norm = stats.zscore(X.toarray(), axis=0)
print(topics_data_norm.shape)
## PCA
from sklearn.decomposition import PCA
colors = ['navy', 'turquoise', 'darkorange']
pca = PCA(n_components=6)
X_pca = pca.fit(topics_data_norm).transform(topics_data_norm)
plt.figure()
for i in range(X_pca.shape[0]):
plt.scatter(X_pca[i, 0], X_pca[i, 1], alpha=.8,
label='topic%d' % i)
plt.text(X_pca[i, 0], X_pca[i, 1], s='T' + str(i))
# plt.legend(loc='best', shadow=False, scatterpoints=1)
plt.title('PCA Topics of EOS')
# plt.savefig("data/eos/pca_topic.png", dpi=1000)
# plt.close()
(16, 3198)
(16, 3198)
CPU times: user 900 ms, sys: 460 ms, total: 1.36 s
Wall time: 877 ms
In [13]:
%%time
## hierarchical clustering
from scipy.cluster.hierarchy import linkage, dendrogram
plt.figure(figsize=(12,6))
R = dendrogram(linkage(X_pca))
plt.savefig("data/eos/dendro.png", dpi=1000)
plt.close()
CPU times: user 3.06 s, sys: 300 ms, total: 3.36 s
Wall time: 3.05 s
In [14]:
%%time
## correlation matrix
from scipy.spatial.distance import pdist, squareform
cor = squareform(pdist(X.toarray(), metric="euclidean"))
plt.figure(figsize=(12,6))
R = dendrogram(linkage(cor))
plt.savefig("data/eos/corr.png", dpi=1000)
plt.close()
/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:9: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix
if __name__ == '__main__':
CPU times: user 3.02 s, sys: 312 ms, total: 3.34 s
Wall time: 3 s
In [59]:
%%time
## network
import networkx as nx
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import Normalizer
pca_norm = make_pipeline(PCA(n_components=20), Normalizer(copy=False))
X_pca_norm = pca_norm.fit(X.toarray()).transform(X.toarray())
cor = squareform(pdist(X_pca_norm, metric="euclidean"))
G = nx.Graph()
for i in range(cor.shape[0]):
for j in range(cor.shape[1]):
if i == j:
G.add_edge(i, j, {"weight":0})
else:
G.add_edge(i, j, {"weight":1.0/cor[i,j]})
edges = [(i, j) for i, j, w in G.edges(data=True) if w['weight'] > .8]
edge_weight=dict([((u,v,),int(d['weight'])) for u,v,d in G.edges(data=True)])
#pos = nx.graphviz_layout(G, prog="twopi") # twopi, neato, circo
pos = nx.spring_layout(G)
nx.draw_networkx_nodes(G, pos, node_size=100, alpha=.5)
nx.draw_networkx_edges(G, pos, edgelist=edges, width=1)
#nx.draw_networkx_edge_labels(G, pos ,edge_labels=edge_weight)
nx.draw_networkx_labels(G, pos, font_size=8, font_family='sans-serif')
plt.savefig("network")
plt.close()
/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:22: RuntimeWarning: divide by zero encountered in double_scalars
---------------------------------------------------------------------------
OverflowError Traceback (most recent call last)
<timed exec> in <module>()
<timed exec> in <listcomp>(.0)
OverflowError: cannot convert float infinity to integer
In [ ]: