Cost-effective Outbreak Detection in Networks

by Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen and Natalie Glance

SCHOOL OF COMPUTER SCIENCE, CARNEGIE MELLON UNIVERSITY

   


Blogs we considered in our study. Data is for all of 2006.



BlogIdNPILOLOOLAURL
073309http://007inafrica.blogspot.com
15712116http://0ceanlady.blogspot.com
23002http://0kibi.blogspot.com
31000http://0xymoronic.blogspot.com
4120810274http://1000flowersbloom.typepad.com/1000_flowers_bloom
5400040http://1001010.jp
6120136http://1001mailles.canalblog.com
771013244http://100777.com
8224230http://100bloggers.blogspot.com
9268810103http://100nada.weblog.com.pt
102000http://100po100.ru
112901436325http://1060west.blogspot.com
12817957http://10doigtsdedoudi.canalblog.com
136213220928http://10e.org
142354437http://10signslikethis.blogspot.com
1540067130884http://11d.typepad.com/blog
16594571371313http://123suds.blogspot.com
1779026296http://12frogs.com/12
18124517http://12tutufondue.blogspot.com
196003http://1378.blogfa.com
2026450764http://13espritmedia.typepad.com/13_esprit_media
217002http://15minutelunch.blogspot.com
2210102http://16mmshrine.blogspot.com
232711800121http://189.jugem.jp
2454306http://1947project.blogspot.com
256006http://1links.seesaa.net
261152221602http://1raindrop.typepad.com/1_raindrop
27388212http://1smootshort.blogspot.com
28100010http://1st-for-acne.com/blog
293661452386http://1stepahead.typepad.com/blog
302113195http://2006.northernvoice.ca
315200http://2006biblestudy.blogspot.com
3220901373http://2006turinolympics.com
337077404http://2010.dailyvancouver.com
341978310144http://20jazzfunkgreats.blogspot.com
352753101251http://20y.hu
3674261140http://21stcenturyreformation.blogspot.com
3718519201http://24hmag.blogs.com/24h_magcom
3843400434http://24ur.com
39100232http://257-phentermine.blogspot.com
4030004http://25thingsforcharity.blogspot.com
411439879http://271patent.blogspot.com
421410022http://2best.blogfa.com
43483218http://2girlsinthekitchen.blogspot.com
445711411http://2guysbuyingcomics.blogspot.com
45903132http://2hotchiks.blogspot.com
462842571144http://2jk.org
471000http://2khtarpe3arantig-b.blogfa.com
481006http://2khtarpe3arfriend.blogfa.com
491006http://2khtarpe3arfun.blogfa.com
5010010http://2khtarpe3armusic.blogfa.com
511006http://2khtarpe3arphoto.blogfa.com
521581437147http://2lmc.org/spool
53804283591834http://2millionthweblog.blogspot.com
5422352433http://2modern.blogs.com/2modern
551001http://2nd-anniversary.cocolog-nifty.com/blog
56382376http://2point8.whileseated.org
5716105http://2quack.blogspot.com
589201http://3000.blogfa.com
597009476http://321blog.de
6021527440http://33third.blogspot.com
6112603119http://35heures.blog.lemonde.fr/35heures
6212002http://365daysofhystericalliving.blogspot.com
6381378211http://37days.typepad.com/37days
64446764112889http://37signals.com/svn
656104048http://3barobach.blogfa.com
66562858http://3bulls.blogspot.com
674702111http://3choboomer.net
68253812117http://3couleurs.blogspot.com
6920207357http://3dgpu.com
70541321125http://3dpancakes.typepad.com/ernie
71111114419http://3oclockam.blogspot.com
721831757http://3ptitstours.canalblog.com
73261925056866http://3quarksdaily.blogs.com/3quarksdaily
742221322331http://3rdhouseparty.typepad.com/blog
75395036726http://3ven.blog1.fc2.com
7660100http://3voor12.vpro.nl
777003http://401k.blogsus.com
78590329http://416style.blogspot.com
79574972381382http://42.blogs.warnock.me.uk
807006http://43minuter.blogspot.com
812261655715http://463.blogs.com/the_463
82121011http://4commonsensenow.blogspot.com
83290053http://4thtimearound.net
849000http://4wheeldrive.about.com
851341524534http://500hats.typepad.com/500blogs
86320620255http://500miles2nowhere.blogspot.com
872355899http://50books.blogspot.com
88390029http://50milesout.blogspot.com
89500843http://511.dabomb.com.ar
90199115221http://512mb.net
915001http://52cupcakes.blogspot.com
92120123886http://5thandspring.blogspot.com
93124933867449http://5thnovember.blogspot.com
941469372622692http://6-4-2.blogspot.com
95990030http://67.blogfa.com
963415143543http://7deadlysinners.typepad.com/sinners
972000http://800ceoread.com
983043533480http://800ceoread.com/blog
99542534http://86tips.blogspot.com
100136010256http://8763wonderland.com
101294448370http://8bd.org/blog
10270000http://8thfloorcube.blogspot.com
103210210http://9mmdesigns.blogspot.com
104273027656http://9rules.com/blog
105261730http://a-h.parfe.jp/einfach
1062000http://a-kon.com
1071087946http://a-metamorfose.blogspot.com
10824369188http://a-place-to-stand.blogspot.com
1091000http://a.scarywater.net
11038112190634http://a.wholelottanothing.org
111154225http://a2o.blogg.de
1124524761313http://a_musing.blogspot.com
113122323209http://aabusaada.blogspot.com
1146663329211http://aacblog.classicalanglican.net
11520414255http://aaenvironment.blogspot.com
116157262552http://aangirfan.blogspot.com
1171283948378http://aardvarkalley.blogspot.com
1182391930160http://aaronleewudrick.blogspot.com
11919001401294http://aarons.cc
120200170http://aarp.typepad.com/socialsecurity
1215492025224http://aartedafuga.blogspot.com
12237023http://aashraya.blogspot.com
1231571035456http://aavang.blogfa.com
124391118http://ababoy.blogspot.com
125991430http://abaheisenberg.blogspot.com
1265876433302http://abamablog.blogspot.com
127931538http://abaniko.blogspot.com
128333266161716http://abbagav.blogspot.com
129398310402http://abcdane.net
130200034http://abcesl.com
131437012http://abdmom.blogspot.com
1326316107http://abfab.typepad.com/in_the_pink
133315939344http://abfreedom.blogspot.com
1341434773http://abhishekkant.blogspot.com
135904284http://abiding.typepad.com/abiding
1361085141http://abigailpercy.blogspot.com
137684328144http://abladias.blogspot.com
13834915641711810http://ablasfemia.blogspot.com
139448612989http://ablog.apress.com
140492317http://abnegado.blogspot.com
141457169203221http://abnormalreturns.wordpress.com
142280025http://aboatash.com
1433410362316http://abordaje.net
144289017http://abortionclinicdays.blogs.com/abortionclinicdays
145100038http://aboutall.blog-post.com
14690014http://aboutme.lmbbox.com
1471254511118http://aboveavgjane.blogspot.com
148430121657http://abracadabra.canalblog.com
14913900215http://abraham.wordpress.com
1504511295http://absentee.blogspot.com
151463869http://absintheknits.typepad.com/absinthe_knits
1521957113http://absinthesparks.blogspot.com
153186681971http://absorbascon.blogspot.com
1542043016http://abstractappeal.com
155601414146http://abstractfactory.blogspot.com
1563620152535http://abstractgourmet.com
15717319528515http://abuaardvark.typepad.com/abuaardvark
158318220http://abundando.blogspot.com
1593892413208http://abusinan.blogspot.com
1601954714120http://abutamam.blogspot.com
1613440516http://ac.warcry.com
162190208123http://acapitolblog.blogspot.com
163370941http://acardia.liquidblade.com
164290519http://acausafoimodificada.blogspot.com
165389774274http://accbasketblog.blogspot.com
16641033741405http://accidentalblogger.typepad.com/accidental_blogger
167823132http://accidentalrussophile.blogspot.com
168921151137http://accidenthash.podshow.com
1691965014http://accordingtoess.blogspot.com
1708162242022692http://accordionguy.blogware.com/blog
171109311060http://accrispin.blogspot.com
1723521853http://acemiblogcu.blogspot.com
173362931282http://aceoftrumpblog.blogspot.com
17425274401379http://acephalous.typepad.com/acephalous
1751295546509http://acertainslantoflight.blogspot.com
1766006http://aceventura.xblogspot.com
1771063439http://achancetoknit.typepad.com/a_chance_to_knit
17828470280http://achangeinthewind.typepad.com/achangeinthewind
179171121http://acidadededeus.blogspot.com
18012040637http://acidqueen5426.blogspot.com
18129310882http://acircleofquiet.blogspot.com
1824251730229http://aclipscomb.blogspot.com
18312800156http://acne-index.com/blog
184187124139http://aconservativemind.blogspot.com
1852414554244http://aconstrainedvision.blogspot.com
1862181024152http://acoolchange.blogspot.com
187238412140http://acousticdad.blogspot.com
18827613104http://acrazyquiltlife.blogspot.com
189773018205http://acrosstheboard.blogspot.com
190296800http://action.eff.org
19153001http://actionadventure.about.com
1922002http://actionscript.com
193221151081http://actjustly.blogspot.com
194212681315http://actsofaggression.blogspot.com
195174613308http://acunningplan.typepad.com/andsheknitstoo
19610280102http://ad-fans.blogbus.com
19785311918155http://ad-rag.com
19816998173http://adailydoseofpower.blogspot.com
19955206http://adamellis.blogspot.com
20016510202http://adamfeldman.typepad.com/adamfeldman
201178519147http://adamjh.blogspot.com
202143743276http://adamkesher.canalblog.com
203100028http://adamsblogwork.blog-scene.com
2041576134159712http://adamsoptions.blogspot.com
20521855104365http://adamwarlock2099.blogstream.com
206600021http://adcomblog.wharton.upenn.edu/admissions
20738003http://add.about.com
208120171153http://adderabbi.blogspot.com
2094518020http://addicksdiary.blogspot.com
2105701260http://addictedtonew.com
211724728http://additionproblems.blogspot.com
2128930159http://addmanagement.typepad.com/experiencing_addvantages
21384433http://adeimantus.blogspot.com
21438111149http://adeptos.blogspot.com
215131620720http://adibs1.hautetfort.com
216139210109http://adictosalcafe.blogspot.com
217942338525http://adifference.blogspot.com
21865190641http://adinnovator.typepad.com/ad_innovator
21992002http://adiscovery.blogspot.com
220885739http://adivina.blogspot.com
2211790201231http://adjab.com
2222565065http://adjaya.canalblog.com
22312645102http://adjust.blogspot.com
2246102http://adlimina.blogspot.com
22530418775http://adlo.blogspot.com
2261614637505http://admaiora.blogs.com/maurolupi
227495046http://adobokimbap.blogspot.com
2281350121140http://adoption.bloggingbaby.com
22914700277http://adoptionblogs.typepad.com/adoption
23016640452http://adorotedevote.blogspot.com
23170736135547http://adreampuppet.blogspot.com
232431506http://adrenalinesshadow.blogspot.com
23314010172http://adrienne.eugaet.com
2345844516643http://adscam.typepad.com/my_weblog
235751529311http://adscriptum.blogspot.com
2365741111006http://adstv-web.cocolog-nifty.com/studio
237105120http://adtunes.com
23837103196http://adtz.blogs.com/bare
2392781361617http://adufe.weblog.com.pt
24090014758http://adultaddstrengths.com
241466047http://advancedmediacommittee.typepad.com/emmyadvancedmedia
2427502353895http://advancednano.blogspot.com
243554590668http://advancedtheory.blogspot.com
2441218676http://advanceindiana.blogspot.com
245764263http://advant.blogspot.com
2462920173354http://adventure.joystiq.com
247162533218http://adventure247.blogspot.com
248677252http://adventuresfood.blogspot.com
2491212036283http://adventuresinjuggling.blogspot.com
250651001http://adventuresleman.blogstream.com
25155229260406http://adverlab.blogspot.com
25256441295http://adverselling.typepad.com/how_law_firms_sell
253368801http://advertising.about.com
2542418644157http://advertisingforpeanuts.blogspot.com
2551827397125882http://adweek.blogs.com/adfreak
2563142321150http://aebrain.blogspot.com
257150245131http://aecnews.com
25833422222http://aefemarin.blogspot.com
259990136http://aemii.blogspot.com
26010521360http://aeonsomniablog.blogspot.com
26111004http://aethlos.com
262159121http://aetiology.blogspot.com
2636111210http://aeug.blogspot.com
264811506http://afamilyinbaghdad.blogspot.com
26544402http://afdlinshauki.blogspot.com
266223013532http://affiliate-blogs.5staraffiliateprograms.com
26722222106788http://affordance.typepad.com/mon_weblog
268311329http://aficionados.blogspot.com
26924000http://afiliate.livedoor.biz
270725130http://afishonabycicle.blogspot.com
2713004http://afixe.weblog.com.pt
2723680191731http://afkgamer.com
27349001459http://afl.mollyzine.com
274505513157http://afonte.blogspot.com
275925252http://aformofsoundwords.blogspot.com
276102001http://afortunata.blogspot.com
2778446114http://afreemaninpreston.blogspot.com
27815311566http://afrindiemum.typepad.com/afrindiemum
27979402988http://afrodisiax.wordpress.com
2801619066http://afsyuhud.blogspot.com
2813304547266http://afterabortion.blogspot.com
28219181196http://aftergrogblog.blogs.com/agb
283184062392http://aftermarket.autoblog.com
28473138122785http://afterschoolsnack.blogspot.com
285128160128http://afterthefuture.typepad.com/afterthefuture
28629804107http://afundasao.blogspot.com
287161320http://againstwot.blogspot.com
2882444390543http://agapes.canalblog.com
289300253http://agat.in
2901342051http://agelessbonding.blogspot.com
29156280159http://agelessmarketing.typepad.com/ageless_marketing
29261300http://agencychick.typepad.com/ad_hoc
293682139http://agendabender.blogspot.com
2943002http://agentoo7.blogspot.com
2953424214http://ageofhooper.blogspot.com
2961534643http://ageorgialawyer.blogspot.com
29713025970http://aggrome.blogspot.com
298595718http://aginoth.blogspot.com
2993051375053349http://agitprop.typepad.com/agitprop
300116223581http://aglassofchianti.blogspot.com
301139814107http://agonyshorthand.blogspot.com
3022666963219http://agoraphilia.blogspot.com
303950242http://agregafotos.blogspot.com
30416401179http://aguai.org/blog
30511081468http://aguiar-conraria.weblog.com.pt
3068260161718http://agwired.com
3071591325127http://ahabswhale.blogspot.com
30893000http://ahangha.blogfa.com
30925004http://ahanghaa.blogfa.com
31044187293805http://ahistoricality.blogspot.com
3111428022905http://ahom.ru
31234001http://ahoythere05.blogspot.com
313143001http://ahsm.blogfa.com
3145309http://ahtisaari.typepad.com/moia
3151891317262http://ai.mu.nu
31685008http://aidanslegacy.typepad.com/lillylewin
31715001http://aids.about.com
31857317126http://aidsblog.blogspot.com
31912819119http://airforcefamily.blogspot.com
320132200http://airforcepundit.blogspot.com
321170340708http://airhead.typepad.com/airhead
3229723130http://airhole.liquidblade.com
32365024268http://airminded.org
3241932440http://airplanepilot.blogspot.com
3256200570http://airplug.cocolog-nifty.com/bellz
326761370http://aishaiqbal.blogspot.com
3276642781http://aixtal.blogspot.com
32871536164http://ajacksonian.blogspot.com
329157451864http://ajax.phpmagazine.net
330118102104577http://ajaxian.com
331783372http://ajayshahblog.blogspot.com
332804523151433http://ajbenjaminjr.blogspot.com
333171000http://aje.oxfordjournals.org
334231023http://ajgentile.typepad.com/ajs_piece_o_the_w
3351664841260http://ajhistory.blogspot.com
336166115302http://ajicreations.canalblog.com
337950072http://ajjut.blogspot.com
338492011http://ajourneybeyondboredom.blogspot.com
33925630222http://ajp.psychiatryonline.org
34078014175http://ajschwanz.com
34122814http://ajsneurons.blogspot.com
34215202105http://akamakura.jugem.jp
343933772http://akeelshah.blogspot.com
344460016http://akenneth.blogspot.com
3453831056652http://akihitok.typepad.jp/blog
34657502http://akinoluna.blogspot.com
34727101http://akkueh.blogspot.com
348554472http://akkuza.blogspot.com
34938286103393http://akma.disseminary.org
350935016http://akosipaeng.blogspot.com
35123804652http://al-hamatzav.org
352510233http://alaa83.blogspot.com
3533539850433http://alabamaimproper.blogspot.com
354590581381197http://aladysruminations.blogspot.com
355249833286http://alamonation.blogspot.com
3565421154http://alan.blog-city.com
35744522108590http://alankhenderson.blogspot.com
3582611628577http://alanweinkrantz.typepad.com/alan_weinkrantz_and_compa
3591672363366http://alanwoody.blogs.com/woodys_news_views
36011701http://alaphia.blogspot.com
3611627060http://alaskabikeblog.blogspot.com
362275346http://alaskablawg.typepad.com/alaskablawg
3631123246128http://alatabledel.canalblog.com
3641161001280http://albannikolaiherbst.twoday.net
36517211284http://albanyeye.blogspot.com
366196191553http://albloggerque.blogspot.com
367741941http://alblue.blogspot.com
368168846407http://alcanthang.blogspot.com
3696286125http://alchemi.co.uk
3703000http://alchemic-spot.blogspot.com
37135101http://alcoholism.about.com
3721002http://aldaily.com
37310019482http://alelections.blogspot.com
3744570161http://alertabrasil.blogspot.com
375260602http://alesbianlovestory.blogstream.com
376333431575473http://alesrarus.funkydung.com
377101121142http://alevin.com/weblog
3782637271http://alex.dojotoolkit.org
3792207834608http://alex.halavais.net
380510083http://alex.polvi.net
3812740554http://alexandersmaitresse.blogspot.com
382142415http://alexandertheaverage.blogspot.com
383820388http://alexandretollinchi.hautetfort.com
38418391387http://alexforrest.blogspot.com
385117103216http://alexreid.typepad.com/digital_digs
38635824253http://alfredsmom.typepad.com/my_weblog
38742004http://alia.ir/i
38825889146http://alianzaentremamones.blogspot.com
389390030http://aliceben1966.blogspot.com
39025605298http://alicedice.com/wp
391420012http://alicem84.blogspot.com
3922485745http://aliciante.weblog.com.pt
393744561http://aliciapac.blogspot.com
394465495160613http://alicublog.blogspot.com
395457567576http://alieaday.blogspot.com
39619131216http://aliedwards.typepad.com/_a_
3973612010http://alienlovespredator.com
3985234142http://alienor.canalblog.com
3991020019http://alierfan84.blogfa.com
4001321120http://alifeinpages.blogspot.com
401775295387http://aliferestarted.blogspot.com
40216800611http://aligarians.com
4032944669http://alimartell.blogspot.com
404925325http://alimosleh.blogfa.com
40570114142http://alina_stefanescu.typepad.com/totalitarianism_today
406199406http://alinanimation.blogspot.com
407430128http://alinea.hautetfort.com
408178146176http://alisavaldesrodriguez.blogspot.com
409298292428http://alison.knitsmiths.us
4102651017491http://alissaclare.typepad.com/the_exciting_life_of_acs
41193005http://alisystem.blogfa.com
4123021729283http://alithinks.typepad.com/alithinks
413682329http://alittlebitofmark.blogspot.com
41466013http://alittlepregnant.typepad.com/alittlepregnant
4158912243http://aliya05.blogspot.com
4162283528357http://all2common.classicalanglican.net
41718000http://allabout.co.jp/children
41818000http://allabout.co.jp/computer
41939000http://allabout.co.jp/fashion
42040000http://allabout.co.jp/finance
42183000http://allabout.co.jp/gourmet
42214200177http://allan.flashempire.net/blog
4231386955953http://allanjenkins.typepad.com/my_weblog
424214289706http://allanthinks.typepad.com/allanthinks
425473615http://allaussiebeef.blogspot.com
426153015http://alldeliberatespeed.typepad.com/all_deliberate_speed
4271783058http://allegrezza.blogspot.com
42823903653http://allergyware.wordpress.com
4296301188http://allforces.com
4309106140http://allgoodnaysayers.net
43110501982775052http://allied.blogspot.com
43222001http://alligatorsinahelicopter.blogspot.com
43342475109494http://allisonkaplansommer.blogmosis.com
434200038http://allisontannery.blogsome.com
43571918http://allispain.blogspot.com
436820289http://alljoneses.com
437921634134http://allkindsoftime.blogspot.com
4382133224252http://allkindsofwriting.blogspot.com
439179017http://allmusic.blogbus.com
44012718263http://allofhelen.blogspot.com
4417615347http://allordinary2.blogspot.com
442150049http://allornothing.blogger-pad.com
44386133165http://allsorts.typepad.com/allsorts
44416801693354069http://allspinzone.com/blog
445100028http://allthesame.blogger-city.com
4461635818http://allthings2all.blogspot.com
4471691870134http://allthingsconservative.typepad.com/all_things_conservative
4484935439347http://allthingsjennifer.blogspot.com
44912131130http://allthis.typepad.com/allthis
450100034http://allyouneed.blog-scene.com
451211048http://allyourtech.com/content
4521171088http://almacensiona.blogspot.com
4532029961003http://almadormida.blogspot.com
4543131725228http://almocrevedaspetas.blogspot.com
455253030471http://almostaverage.com
4561731011268http://almostfelted.knitblog.com
4572540029http://alonefarmer.blogfa.com
4588701336http://alotf.cocolog-nifty.com/nikki
4591521298351http://alphabetcity.blogspot.com
460821118http://alse.blogspot.com
461274041http://alsoalso.typepad.com/also_also
462908645http://alsocanadian.blogspot.com
46319805http://alt-e.blogspot.com
46495301742450http://alt1040.com
46538863421397http://altaide.typepad.com/jacques_froissant_altade
46616942687http://alteretego.canalblog.com
46733731497http://alternateworlds.blogspot.com
468162131074http://alternative-theory.blogspot.com
469667287http://alternativeperspective.blogspot.com
47026071958302882http://alterx.blogspot.com
47137621337http://althistory.blogspot.com
472270119561411383http://althouse.blogspot.com
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