Beirut, Twitter, 8/4/2020 10:35:32 PM, 231861


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Beirut_2020-08-04_14-20-48.xlsx
Beirut_2020-08-04_14-20-48.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 04, 2020
Short Description:
Beirut via NodeXL https://bit.ly/2XqAk4k
@spectatorindex
@bbcbreaking
@borzou
@blondedangei
@conflits_fr
@youranoncentral
@chalecosamarill
@gavincoote
@itsskagg
@vzlaufo

Top hashtags:
#beirut
#lebanon
#بيروت
#beirutexplosion
#beirutblast
#liban
#libano

Description:
Description
The graph represents a network of 19,057 Twitter users whose recent tweets contained "Beirut", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 04 August 2020 at 21:47 UTC.

The tweets in the network were tweeted over the 2-minute period from Tuesday, 04 August 2020 at 21:17 UTC to Tuesday, 04 August 2020 at 21:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 19057
Unique Edges : 21565
Edges With Duplicates : 2063
Total Edges : 23628
Number of Edge Types : 5
Retweet : 16020
Tweet : 5623
Replies to : 344
Mentions : 633
MentionsInRetweet : 1008
Self-Loops : 5663
Reciprocated Vertex Pair Ratio : 0.000686538131472052
Reciprocated Edge Ratio : 0.00137213424046653
Connected Components : 3765
Single-Vertex Connected Components : 1544
Maximum Vertices in a Connected Component : 11151
Maximum Edges in a Connected Component : 15220
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 8.174599
Graph Density : 4.81646447814628E-05
Modularity : 0.804593
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 19,057 Twitter users whose recent tweets contained "Beirut", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 04 August 2020 at 21:47 UTC.

The tweets in the network were tweeted over the 2-minute period from Tuesday, 04 August 2020 at 21:17 UTC to Tuesday, 04 August 2020 at 21:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : Beirut
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[244] https://trib.al/rG1t7OY
[110] https://helplebanon.carrd.co/
[82] https://www.justgiving.com/crowdfunding/lebanon-relief?utm_term=PYp7gXzyD
[73] https://twitter.com/gavincoote/status/1290728382699728896
[72] https://www.bellingcat.com/news/mena/2020/08/04/what-just-blew-up-in-beirut/
[68] https://lebanoncrisis.carrd.co/#donate
[59] https://trib.al/9IvtJKX
[55] https://trib.al/UnUh6iP
[54] https://www.washingtonpost.com/world/middle_east/major-explosion-rocks-beirut/2020/08/04/53ff4dd6-d666-11ea-a788-2ce86ce81129_story.html
[49] http://www.redcross.org.lb/SubPage.aspx?pageid=1370&PID=158

Top URLs in Tweet in G1:
[8] https://www.bellingcat.com/news/mena/2020/08/04/what-just-blew-up-in-beirut/
[7] https://twitter.com/i/events/1290676374433234945
[7] https://twitter.com/borzou/status/1290675854767513600
[6] https://www.bbc.co.uk/news/world-middle-east-53656220
[4] https://twitter.com/i/events/1290674099555979265
[3] https://www.cnn.com/middleeast/live-news/lebanon-beirut-explosion-live-updates-dle-intl/index.html
[3] https://twitter.com/sevda_ali123/status/1290749901912051723
[3] https://www.nytimes.com/2020/08/04/world/middleeast/beirut-explosion-blast.html
[3] https://keyt.com/news/2020/08/04/we-have-nothing-left/
[2] https://twitter.com/gavincoote/status/1290728382699728896

Top URLs in Tweet in G2:
[33] https://twitter.com/YourAnonCentral/status/1290710838681038848
[31] https://trib.al/VBO3sLN
[26] https://trib.al/n18RzNR
[11] https://trib.al/Mfyc52c
[8] https://trib.al/rG1t7OY
[6] https://trib.al/UnUh6iP
[4] https://www.cnn.com/middleeast/live-news/lebanon-beirut-explosion-live-updates-dle-intl/h_807745bc6eb3500beaa53f9b4ec63db9?utm_medium=social&utm_source=twCNN&utm_content=2020-08-04T19:47:46
[4] https://twitter.com/BashirAhmaad/status/1290722467607187456
[3] https://newcontentth.com/
[3] https://twitter.com/fallofbabylonia/status/1290749882773331968

Top URLs in Tweet in G3:
[56] https://trib.al/9IvtJKX
[17] https://lopezdoriga.com/internacional/explosion-fue-similar-a-la-de-hiroshima-y-nagasaki-declara-gobernador-de-beirut/
[9] https://trib.al/nHkbmir
[9] https://trib.al/TBd1Udm
[6] https://www.abc.es/internacional/abci-libano-declara-luto-nacional-victimas-explosion-puerto-beirut-202008042115_noticia.html
[6] https://www.adnradio.cl/internacional/2020/08/04/explosion-en-beirut-dejo-al-menos-50-muertos-y-mas-2-700-heridos.html
[5] https://culturacolectiva.com/entretenimiento/explosion-beirut-antony-bourdain-no-reservations-capitulo-completo
[5] https://www.eluniverso.com/noticias/2020/08/04/nota/7930413/explosiones-beirut-dejan-50-muertos-2750-heridos-como-saldo-parcial
[4] https://trib.al/T7pVTtL
[4] https://trib.al/0FUuq7v

Top URLs in Tweet in G4:
[4] https://twitter.com/WHOEMRO/status/1290709153443450880?s=20
[2] https://netblocks.org/reports/internet-connectivity-in-lebanon-impacted-following-blast-YAE2RvB3
[2] https://www.antaranews.com/berita/1649694/10-tewas-dalam-ledakan-di-beirut?utm_medium=mobile
[2] https://www.antaranews.com/berita/1649698/palang-merah-lebanon-banyak-korban-yang-masih-terperangkap?utm_medium=mobile
[2] https://twitter.com/ruffledviolets/status/1290723534499651586
[1] https://trib.al/VBO3sLN
[1] https://twitter.com/324cat/status/1290756898149539846
[1] https://twitter.com/martinslauva/status/1290684910299230209

Top URLs in Tweet in G5:
[15] https://www.dw.com/p/3gPmS
[3] https://twitter.com/rterdogan_ar/status/1290735239254413312
[1] https://twitter.com/ugrgngr1/status/1290757647998779396

Top URLs in Tweet in G6:
[46] https://www.washingtonpost.com/world/middle_east/major-explosion-rocks-beirut/2020/08/04/53ff4dd6-d666-11ea-a788-2ce86ce81129_story.html
[30] https://news.sky.com/story/lebanon-large-explosion-heard-in-capital-beirut-12042456
[22] https://www.dailymail.co.uk/news/article-8592549/Massive-explosion-rocks-Beirut-destroying-buildings.html?ito=social-twitter_mailonline
[16] https://twitter.com/lbci_news/status/1290743972877541384
[15] https://news.sky.com/story/lebanon-explosion-building-torn-apart-after-massive-blast-in-port-area-of-beirut-12042488
[11] https://www.middleeasteye.net/news/lebanon-beirut-massive-unexplained-explosion-rocks
[6] https://twitter.com/TravelGov/status/1290748867324116994
[5] https://www.theguardian.com/world/2020/aug/04/cursed-shock-despair-beirut-explosion-rocks-city-lebanon?CMP=Share_iOSApp_Other
[4] https://trib.al/N5UqhuV
[4] https://unifil.unmissions.org/unifil-statement-explosion-beirut

Top URLs in Tweet in G7:
[8] https://asiatimes.com/2020/08/beirut-rocked-by-massive-explosion/
[6] https://www.independent.co.uk/news/world/middle-east/beirut-explosion-lebanon-harbour-port-a9653696.html
[3] https://twitter.com/borzou/status/1290675854767513600
[2] https://www.jpost.com/breaking-news/large-explosion-rocks-beirut-report-637475
[2] https://tweetedtimes.com/v/8230?s=tnp
[1] https://www.washingtonpost.com/world/middle_east/major-explosion-rocks-beirut/2020/08/04/53ff4dd6-d666-11ea-a788-2ce86ce81129_story.html
[1] https://www.reuters.com/article/us-lebanon-security-blast-usa-statedept-idUSKCN2502DR?taid=5f29b4facb760200018d2360&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G8:
[2] https://english.alarabiya.net/en/News/middle-east/2020/08/04/Damaged-Saint-George-hospital-treating-patients-in-park
[2] https://www.marinetraffic.com/en/ais/details/ports/271

Top URLs in Tweet in G9:
[45] https://trib.al/UnUh6iP
[12] https://www.haaretz.com/middle-east-news/massive-explosion-shakes-lebanese-capital-buildings-near-beirut-port-damaged-1.9046138
[9] https://twitter.com/AJABreaking/status/1290758731781885958
[8] https://twitter.com/LBCI_NEWS/status/1290743972877541384
[8] https://twitter.com/lebanondebate/status/1290758943850008578
[7] https://twitter.com/IDF/status/1045381532851064834?s=20
[6] https://www.cbsnews.com/news/beirut-lebanon-explosions-today-2020-08-04/
[6] https://twitter.com/ALJADEEDNEWS/status/1290754184699052036
[4] https://trib.al/tRAOMpE
[4] https://trib.al/XKojKCd

Top URLs in Tweet in G10:
[221] https://trib.al/rG1t7OY
[42] http://www.redcross.org.lb/SubPage.aspx?pageid=1370&PID=158
[42] https://lebanesefoodbank.org/donate/
[42] https://beitelbaraka.net/donation/pay/
[42] https://lebanoncrisis.carrd.co/#donate
[40] https://trib.al/Dx4iiD0
[5] https://apnews.com/d6503f7d779f2790218fe29121368788?utm_source=Twitter&utm_medium=AP&utm_campaign=SocialFlow
[3] https://apnews.com/b0f1720317c85b522434b2e26d444a4?utm_campaign=SocialFlow&utm_source=Twitter&utm_medium=AP
[3] https://trib.al/OHfMRsC
[3] https://tass.com/emergencies/1185841

Top Domains
Top Domains in Tweet in Entire Graph:
[1089] twitter.com
[690] trib.al
[275] carrd.co
[134] justgiving.com
[72] bellingcat.com
[68] rt.com
[63] org.lb
[58] washingtonpost.com
[54] co.uk
[52] sky.com

Top Domains in Tweet in G1:
[181] twitter.com
[12] youtube.com
[10] instagram.com
[9] cnn.com
[8] bellingcat.com
[8] theguardian.com
[7] co.uk
[5] reuters.com
[4] gofundme.com
[4] nytimes.com

Top Domains in Tweet in G2:
[86] trib.al
[49] twitter.com
[4] cnn.com
[3] newcontentth.com
[3] justgiving.com
[3] bellingcat.com
[2] alarabiya.net
[2] usembassy.gov
[2] bbc.com
[1] aljazeera.com

Top Domains in Tweet in G3:
[94] trib.al
[22] lopezdoriga.com
[9] abc.es
[8] eluniverso.com
[8] elpais.com
[6] twitter.com
[6] adnradio.cl
[5] culturacolectiva.com
[4] efe.com
[4] europapress.es

Top Domains in Tweet in G4:
[8] twitter.com
[4] antaranews.com
[2] netblocks.org
[1] trib.al

Top Domains in Tweet in G5:
[15] dw.com
[4] twitter.com

Top Domains in Tweet in G6:
[48] washingtonpost.com
[45] sky.com
[34] twitter.com
[23] co.uk
[15] reuters.com
[11] middleeasteye.net
[7] trib.al
[5] theguardian.com
[4] unmissions.org
[3] pscp.tv

Top Domains in Tweet in G7:
[8] asiatimes.com
[6] co.uk
[3] twitter.com
[2] jpost.com
[2] tweetedtimes.com
[1] washingtonpost.com
[1] reuters.com

Top Domains in Tweet in G8:
[2] alarabiya.net
[2] marinetraffic.com

Top Domains in Tweet in G9:
[63] trib.al
[58] twitter.com
[15] haaretz.com
[6] cbsnews.com
[2] pscp.tv
[2] facebook.com
[2] com.au
[2] theguardian.com
[2] cnn.com
[2] aljadeed.tv

Top Domains in Tweet in G10:
[266] trib.al
[43] carrd.co
[42] org.lb
[42] lebanesefoodbank.org
[42] beitelbaraka.net
[10] apnews.com
[6] twitter.com
[3] tass.com
[2] theguardian.com
[1] haaretz.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10100] beirut
[2619] lebanon
[986] بيروت
[903] beirutexplosion
[672] beirutblast
[614] liban
[586] libano
[528] prayforlebanon
[448] beyrouth
[416] لبنان



Top Hashtags in Tweet in G1:
[904] beirut
[103] beirutblast
[100] lebanon
[87] بيروت
[45] prayforbeirut
[41] prayforlebanon
[40] beyrut
[38] lebanonexplosion
[32] explosion
[26] luebnan

Top Hashtags in Tweet in G2:
[952] beirut
[180] beirutexplosion
[138] بيروت
[118] lebanon
[110] prayforlebanon
[74] beirut_بيروت
[35] لبنان
[21] beirutblast
[20] southernkadunamassacre
[14] بیروت

Top Hashtags in Tweet in G3:
[579] beirut
[268] lebanon
[211] libano
[111] últimahora
[111] 4ago
[54] urgente
[50] importante
[42] afp
[36] líbano
[26] efefotos

Top Hashtags in Tweet in G4:
[136] beirut
[58] lebanon
[24] prayforlebanon
[22] بيروت
[13] beirutblast
[12] لبنان
[6] terranet
[4] healthworkers
[3] prayforbeirut
[2] beriutexplosion

Top Hashtags in Tweet in G5:
[685] beirut
[95] beyrut
[84] بيروت
[78] lübnan
[75] lebanon
[12] türkiye
[10] prayforlebanon
[9] luebnan
[8] prayforbeirut
[8] lebanonexplosion

Top Hashtags in Tweet in G6:
[115] beirut
[24] lebanon
[19] covid19
[7] unifil
[7] explosion
[5] blast
[5] بيروت
[4] مصطفی_صالحی
[4] اعدام_نكنيد
[4] لغو_فوری_اعدام

Top Hashtags in Tweet in G7:
[25] beirut
[8] lebanonexplosion
[5] explosions
[3] lebanon
[2] watch
[1] libano
[1] urgente
[1] importante

Top Hashtags in Tweet in G8:
[394] beirut
[295] liban
[197] beyrouth
[190] explosion
[143] lebanon
[81] beirutblast
[74] beirutexplosion
[44] beyrut
[30] nitrate
[30] canada

Top Hashtags in Tweet in G9:
[204] beirut
[82] lebanon
[67] beirutexplosion
[52] لبنان
[28] beirutblast
[15] iran
[15] بيروت
[10] libano
[9] lebanonexplosion
[7] 4ago

Top Hashtags in Tweet in G10:
[69] beirut
[14] breaking
[9] lebanon
[4] beirutblast
[3] bbcnewsten
[2] lebanonexplosion
[1] beirutexplosion
[1] beyrouth
[1] liban
[1] idlib

Top Words
Top Words in Tweet in Entire Graph:
[13482] beirut
[10099] #beirut
[5337] explosion
[3766] lebanon
[2641] port
[2537] #lebanon
[2467] people
[2278] explosión
[2090] lebanese
[1501] please

Top Words in Tweet in G1:
[902] #beirut
[741] beirut
[190] explosion
[151] lebanon
[127] people
[117] allah
[117] bir
[103] #beirutblast
[103] explosión
[98] ve

Top Words in Tweet in G2:
[952] #beirut
[646] lebanon
[556] beirut
[386] please
[322] pray
[271] blood
[254] lebanese
[247] explosion
[190] 2020
[180] #beirutexplosion

Top Words in Tweet in G3:
[771] beirut
[741] explosión
[579] #beirut
[309] líbano
[268] #lebanon
[214] muertos
[214] difundir
[211] #libano
[180] puerto
[175] heridos

Top Words in Tweet in G4:
[508] beirut
[382] lebanese
[310] port
[298] 700
[257] ammonium
[257] nitrate
[253] tons
[251] report
[250] exploded
[250] today

Top Words in Tweet in G5:
[685] #beirut
[245] lübnan
[193] bir
[185] allah
[183] ve
[137] rahmet
[127] olsun
[113] yaralılara
[96] patlamada
[94] hayatını

Top Words in Tweet in G6:
[496] beirut
[391] explosion
[273] nitrate
[254] ammonium
[252] people
[238] minister
[230] injured
[229] more
[216] lebanon
[179] cause

Top Words in Tweet in G7:
[449] beirut
[376] explosions
[329] video
[316] port
[305] shows
[300] minutes
[300] ago
[298] stunning
[45] another
[25] #beirut

Top Words in Tweet in G8:
[394] #beirut
[295] #liban
[197] #beyrouth
[143] #lebanon
[139] flash
[118] l'#explosion
[111] port
[88] explosion
[83] blessés
[81] #beirutblast

Top Words in Tweet in G9:
[267] beirut
[204] #beirut
[152] port
[149] explosion
[97] nitrate
[93] ammonium
[80] blast
[75] massive
[69] #lebanon
[67] #beirutexplosion

Top Words in Tweet in G10:
[341] beirut
[337] lebanese
[233] blast
[221] latest
[206] nitrate
[205] ammonium
[190] left
[188] years
[188] devastating
[187] president

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1367] beirut,lebanon
[1244] explosion,beirut
[1159] beirut,port
[1078] ammonium,nitrate
[1016] #beirut,#lebanon
[846] beirut,explosion
[842] explosión,beirut
[811] massive,explosion
[617] beirut,líbano
[557] people,beirut

Top Word Pairs in Tweet in G1:
[58] beirut,lebanon
[55] explosión,beirut
[46] olsun,#beirut
[46] #beirut,#lebanon
[42] people,beirut
[41] geçmiş,olsun
[40] explosion,beirut
[33] pray,beirut
[32] beirut,explosion
[26] prayers,beirut

Top Word Pairs in Tweet in G2:
[246] lebanon,#beirut
[176] beirut,lebanon
[136] please,pray
[121] please,donate
[111] pray,beirut
[109] guy,easily
[109] easily,miles
[109] miles,away
[109] away,#beirut
[100] ammonium,nitrate

Top Word Pairs in Tweet in G3:
[302] explosión,beirut
[213] beirut,líbano
[107] difundir,difundir
[105] #lebanon,#beirut
[92] momento,explosión
[89] #4ago,vídeo
[88] puerto,beirut
[83] israel,hezbollah
[83] hezbollah,hiroshima
[83] hiroshima,#lebanon

Top Word Pairs in Tweet in G4:
[298] beirut,port
[257] ammonium,nitrate
[253] tons,ammonium
[250] 700,tons
[250] nitrate,exploded
[250] exploded,beirut
[249] lebanese,sources
[249] sources,report
[249] report,700
[249] port,earlier

Top Word Pairs in Tweet in G5:
[105] rahmet,yaralılara
[77] yaralılara,acil
[72] hayatını,kaybedenlere
[71] acil,şifalar
[71] olsun,#beirut
[70] patlamada,hayatını
[63] lübnan,halkına
[58] meydana,gelen
[57] inanamiyorum,simpsonlar
[57] simpsonlar,kehaneti

Top Word Pairs in Tweet in G6:
[254] ammonium,nitrate
[195] injured,beirut
[171] beirut,explosion
[153] interior,minister
[150] horrific,more
[150] more,30
[150] 30,dead
[150] dead,000
[150] 000,injured
[150] explosion,lebanon

Top Word Pairs in Tweet in G7:
[305] video,shows
[305] beirut,port
[300] shows,explosions
[300] explosions,minutes
[300] minutes,ago
[300] ago,beirut
[298] stunning,video
[27] explosions,beirut
[25] another,view
[25] view,explosions

Top Word Pairs in Tweet in G8:
[73] #beirut,#lebanon
[61] #beirut,#liban
[50] #beyrouth,#liban
[48] l'onde,choc
[46] flash,autre
[46] autre,vidéo
[45] port,#beirut
[44] vidéo,impressionnante
[44] impressionnante,d'un
[44] d'un,conducteur

Top Word Pairs in Tweet in G9:
[98] beirut,port
[79] ammonium,nitrate
[61] death,toll
[58] live,updates
[56] follow,live
[53] massive,blast
[52] heart,goes
[49] goes,african
[49] african,maid
[49] maid,ignored

Top Word Pairs in Tweet in G10:
[205] ammonium,nitrate
[188] beirut,blast
[187] lebanese,president
[187] tonnes,ammonium
[186] president,blames
[186] blames,750
[186] 750,tonnes
[186] nitrate,left
[186] left,warehouse
[186] warehouse,unchecked

Top Replied-To
Top Replied-To in Entire Graph:
@redcrosslebanon
@spectatorindex
@khushsundar
@borzou
@nbcnews
@breaking911
@amanie_geha
@realdonaldtrump
@lunasafwan
@lookner

Top Replied-To in G2:
@sonjoe_kutuh
@bashirahmaad
@obianuju

Top Replied-To in G3:
@sssulole
@chinadaily
@nabilkhalek
@osmandiyorum

Top Replied-To in G4:
@spectatorindex
@schizrade
@refugees

Top Replied-To in G5:
@hasandogan
@sevda_ali123
@okuryazariab

Top Replied-To in G6:
@rashidmil
@kov_talos
@washingtonpost

Top Replied-To in G7:
@borzou

Top Replied-To in G8:
@mgdowney

Top Replied-To in G9:
@nbcnews
@heshmatalavi
@cnnbrk
@hsajwanization
@justapedn_cob

Top Replied-To in G10:
@rymmomtaz
@bbcbreaking

Top Mentioned
Top Mentioned in Entire Graph:
@redcrosslebanon
@akhbar
@cevher0006
@n_waters89
@mgdowney
@abirghattas
@gucluturkiyesm
@stevenacook
@dsclebanon
@lbci_news

Top Mentioned in G1:
@tendenciacol
@fercorreaastro

Top Mentioned in G2:
@a_siab
@cnn
@balochistanbws
@redcrosslebanon

Top Mentioned in G3:
@el_pais
@afpespanol
@90milciudadanos
@cnnee
@vzlaufo
@chalecosamarill
@miko_mlg
@dayan1722
@ricardocipago
@mapcjournalista

Top Mentioned in G4:
@netblocks
@who
@foreignoffice
@pakpmo
@foreignofficepk
@iamphyton
@spectatorindex
@unicef
@icrc
@fao

Top Mentioned in G5:
@israel
@ibrhm_kdrt
@_buyukturkiye_
@hasandogan

Top Mentioned in G6:
@anchalvohra
@unifil_
@reuters
@stone_skynews
@sarahdadouch
@martinchulov
@billneelynbc
@mailonline
@embespanalibano
@maecgob

Top Mentioned in G7:
@borzou
@ffloresm
@skyalertmx

Top Mentioned in G8:
@cevher0006
@mgdowney
@habib_b
@sewella
@beirutcityguide

Top Mentioned in G9:
@hassan_b_diab
@amichaistein1
@lbci_news
@idf
@almayadeennews
@hsajwanization
@auroraintel
@bencnn
@almayadeenlive
@inteldoge

Top Mentioned in G10:
@bbcsounds
@bowenbbc
@martinchulov
@ap
@jonathanhsy
@bbcbreaking

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@pulpnews
@extravzla
@detikcom
@unoticias
@s9tmt
@telesurtv
@durobelinda
@solutioneer72
@mattmurph24

Top Tweeters in G1:
@pulpnews
@extravzla
@andyvermaut
@youm7
@pidybi
@periodicozocalo
@onflood_
@teamovalpo
@nzstuff
@muralcom

Top Tweeters in G2:
@katys_old
@choniby
@suemarietta
@mildmulude
@youranoncentral
@cnn
@linohannie
@datgreatnigga
@u62_i
@cnni

Top Tweeters in G3:
@maybel65
@tvnnoticias
@el_pais
@humbertozamorar
@abc_es
@ririboynic
@adnradiochile
@josefinah05
@ricardocipago
@skrying

Top Tweeters in G4:
@mattmurph24
@mr_stixx
@baarahk
@antaranews
@ngourd
@thatgoddess____
@frattigiovanni
@maroq
@postinortwo
@van_saskia

Top Tweeters in G5:
@sabahsevgi35
@cesimzeydan
@iso3232
@redquenn
@cayir_rt
@kocakaya63
@haresemiri33
@siyahinci2004
@muhammedsorn
@guneyliizzet

Top Tweeters in G6:
@reuters
@ajgma
@dcexaminer
@skynews
@washingtonpost
@raluca_florea
@alerriebucky
@mailonline
@the_hindu
@ariadne38

Top Tweeters in G7:
@noctis99
@vito4224
@hiyoshi_144
@sanremoanchenoi
@ftw_cdhn
@inu_w
@pmnewsnigeria
@webcamsdemexico
@isleite
@oshipump

Top Tweeters in G8:
@homegypsy
@ambeautifulshow
@_oyoki
@moonfairy_h
@__2021___
@vincedum12
@lsporiii
@nazkebab77
@aneeslodhi09
@faaty_bella

Top Tweeters in G9:
@fight4freedom72
@breakingnewzman
@npsusa
@genpenaloza
@filippo898
@lbci_news
@aljadeednews
@cnbc
@haaretzcom
@julie34479

Top Tweeters in G10:
@eggry
@cwharlow
@naruto_ploy
@trixywh
@kkkkssssnnnn
@dominiquevanpee
@redeemcrier
@797724arfr
@clarissamehler
@sonic_screwup