Lebanon, Twitter, 8/5/2020 6:09:20 PM, 231937


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Lebanon_2020-08-05_10-02-21.xlsx
Lebanon_2020-08-05_10-02-21.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 05, 2020
Short Description:
Lebanon via NodeXL https://bit.ly/3gwwI8j
@ir0nspidey
@sara0darwish
@sarahrafeh
@localbaghdaddy
@l0velykiwis
@flickerwall
@_sjpeace_
@tbycherries
@goideniftv
@homsieh_

Top hashtags:
#lebanon
#beirut
#prayforlebanon
#beirutblast
#beirutexplosion
#lebanonexplosion

Description:
Description
The graph represents a network of 19,014 Twitter users whose recent tweets contained "Lebanon", 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 Wednesday, 05 August 2020 at 17:29 UTC.

The tweets in the network were tweeted over the 12-minute period from Wednesday, 05 August 2020 at 16:50 UTC to Wednesday, 05 August 2020 at 17:02 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 : 19014
Unique Edges : 20973
Edges With Duplicates : 1510
Total Edges : 22483
Number of Edge Types : 5
Retweet : 16284
Tweet : 3726
MentionsInRetweet : 979
Mentions : 849
Replies to : 645
Self-Loops : 3765
Reciprocated Vertex Pair Ratio : 0.00158869288922976
Reciprocated Edge Ratio : 0.0031723458950938
Connected Components : 2722
Single-Vertex Connected Components : 921
Maximum Vertices in a Connected Component : 12468
Maximum Edges in a Connected Component : 15338
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.779588
Graph Density : 5.0573536209255E-05
Modularity : 0.838312
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 19,014 Twitter users whose recent tweets contained "Lebanon", 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 Wednesday, 05 August 2020 at 17:29 UTC.

The tweets in the network were tweeted over the 12-minute period from Wednesday, 05 August 2020 at 16:50 UTC to Wednesday, 05 August 2020 at 17:02 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 : Lebanon
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:
[804] https://twitter.com/2020concepts/status/1290695919005061120
[594] https://twitter.com/lebaneseproblem/status/1290699105568722946
[115] https://twitter.com/dineshdsouza/status/1290687457667821571
[108] https://helplebanon.carrd.co/
[97] https://twitter.com/ase/status/1290712764814630918
[78] https://m.jpost.com/international/aaron-keyak-biden-will-re-engage-with-iran-for-a-diplomatic-solution-637535
[71] https://www.justgiving.com/crowdfunding/lebanon-relief
[64] https://twitter.com/garshouni/status/1290675467503230977
[59] https://www.cbsnews.com/news/beirut-explosion-lebanon-kills-100-thousands-wounded/?ftag=CNM-00-10aab7e&linkId=96145124
[55] https://www.justgiving.com/crowdfunding/lebanon-relief?utm_term=PYp7gXzyD

Top URLs in Tweet in G1:
[8] https://helplebanon.carrd.co/
[8] https://www.justgiving.com/crowdfunding/lebanon-relief?utm_term=PYp7gXzyD
[7] https://twitter.com/i/events/1290795105931026437
[7] https://www.foxnews.com/media/msnbc-rachel-maddow-trump-lebanon-blast
[5] https://twitter.com/hshq/status/1291053503851294720
[5] https://www.justgiving.com/crowdfunding/lebanon-relief?utm_term=re7R78DA2
[4] https://www.krcs.org.kw/ar/Donation/Lebanon-Relief-Campaign
[3] https://www.justgiving.com/crowdfunding/lebanon-relief
[3] http://www.redcross.org.lb/SubPage.aspx?pageid=1370&PID=158
[3] https://twitter.com/Breaking911/status/1291049704747421696

Top URLs in Tweet in G2:
[718] https://twitter.com/2020concepts/status/1290695919005061120
[1] https://twitter.com/lebaneseproblem/status/1290699105568722946

Top URLs in Tweet in G3:
[16] https://www.gofundme.com/f/medical-relief-to-lebanon
[10] https://www.gofundme.com/f/hope-for-lebanon
[8] https://www.justgiving.com/crowdfunding/lebanon-relief?utm_term=PYp7gXzyD
[4] https://twitter.com/2020concepts/status/1290695919005061120
[4] https://albanialebanon.carrd.co/
[2] https://change.org/
[2] https://twitter.com/redcrosslebanon/status/1290704403918454788
[2] https://lebanonscrisis.carrd.co/#lobby
[1] https://twitter.com/sarahrafeh/status/1290737501544435712

Top URLs in Tweet in G4:
[9] https://lebanoncrisis.carrd.co
[4] https://www.globalcompact-lebanon.com/donate/
[4] https://www.gofundme.com/f/food-and-medicine-for-kafala-victims-in-lebanon
[4] https://twitter.com/lebaneseproblem/status/1290699105568722946
[3] https://twitter.com/2020concepts/status/1290695919005061120
[2] https://www.humanappeal.org.au/campaign/stand-with-our-needy-brothers-and-sisters-in-lebanon/
[2] https://www.change.org/p/president-of-the-united-states-freeze-assets-of-lebanese-politicians-outside-lebanon-264270e0-95d5-44aa-949c-624a4d0bded7?utm_content=cl_sharecopy_18508555_en-US%3Av10&recruited_by_id=ef92f8a0-d66c-11ea-887b-85d4ccd6dd3c&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial&utm_term=psf_combo_share_abi
[2] https://www.savethechildren.org/us/what-we-do/where-we-work/greater-middle-east-eurasia/lebanon
[2] https://www.gofundme.com/f/helps-students-in-lebanon?utm_source=customer&utm_medium=copy_link&utm_campaign=p_cf+share-flow-1
[2] https://www.justgiving.com/crowdfunding/impact-lebanon-cook?utm_term=YvBvkeK33

Top URLs in Tweet in G5:
[7] https://www.cnn.com/2020/08/04/politics/defense-officials-contradict-trump-beirut/index.html
[5] https://twitter.com/lebaneseproblem/status/1290699105568722946
[5] https://www.newsweek.com/how-2750-tons-deadly-ammonium-nitrate-stuck-beirut-warehouse-lebanon-explosion-1522918
[2] https://www.gofundme.com/f/food-and-medicine-for-kafala-victims-in-lebanon
[2] https://www.change.org/p/president-of-the-united-states-freeze-assets-of-lebanese-politicians-outside-lebanon-264270e0-95d5-44aa-949c-624a4d0bded7?source_location=topic_page
[2] https://www.change.org/p/we-stand-with-lebanon?utm_content=cl_sharecopy_18532838_en-US%3Av7&recruiter=1076347719&recruited_by_id=eb415910-7f49-11ea-afa9-f534ad9083e8&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_abi&utm_term=psf_combo_share_abi
[2] https://twitter.com/2020concepts/status/1290695919005061120
[1] https://twitter.com/localbaghdaddy/status/1290806060337500160
[1] https://www.gofundme.com/f/medical-relief-to-lebanon
[1] https://www.gofundme.com/f/hope-for-lebanon

Top URLs in Tweet in G6:
[527] https://twitter.com/lebaneseproblem/status/1290699105568722946
[20] https://twitter.com/2020concepts/status/1290695919005061120
[1] https://www.gofundme.com/f/medical-relief-to-lebanon
[1] https://www.gofundme.com/f/hope-for-lebanon
[1] https://www.justgiving.com/crowdfunding/lebanon-relief?utm_term=PYp7gXzyD

Top URLs in Tweet in G7:
[7] https://twitter.com/lebaneseproblem/status/1290699105568722946
[5] https://twitter.com/2020concepts/status/1290695919005061120
[2] https://twitter.com/abirghattas/status/1290671474269986822
[2] https://lebanoncrisis.carrd.co/
[2] https://lebanesefoodbank.org/donate/

Top URLs in Tweet in G8:
[9] https://twitter.com/2020concepts/status/1290695919005061120
[6] https://twitter.com/lebaneseproblem/status/1290699105568722946

Top URLs in Tweet in G9:
[26] https://www.supportlrc.app/
[21] https://twitter.com/goIdenIftv/status/1290681679984590848
[17] https://twitter.com/blondedangei/status/1290702784220876801
[7] https://twitter.com/lebaneseproblem/status/1290699105568722946
[3] https://oc-lebanon.carrd.co/
[2] https://twitter.com/2020concepts/status/1290695919005061120
[2] https://www.justgiving.com/fundraising/raeesah-akhtar2
[2] https://www.gofundme.com/url_shortener/u/yka3si
[1] https://lebanesefoodbank.org/donate/
[1] https://www.gofundme.com/f/lebanonneedsorg?utm_source=customer&utm_medium=copy_link_more&utm_campaign=p_cp+share-sheet

Top URLs in Tweet in G10:
[16] https://twitter.com/ap/status/1290973385955201024
[13] https://trib.al/5PjyLgR
[10] https://trib.al/sPYrdL3
[8] https://apnews.com/7327e80b5315a39b70d03cd0355f2ebd?utm_source=Twitter&utm_campaign=SocialFlow&utm_medium=AP
[6] https://apnews.com/4475998de078a93bbe91b7ac9d43ada2?utm_source=Twitter&utm_medium=AP&utm_campaign=SocialFlow
[6] https://give.umrelief.org/campaign/lebanon-emergency/c276264
[6] https://lebanesefoodbank.org/donate/
[6] http://krcs.org.kw/Donation/Lebanon-Relief-Campaign
[5] https://www.ndtv.com/world-news/before-and-after-havoc-in-lebanon-as-blasts-leave-over-100-dead-2274840
[4] https://www.reuters.com/article/us-lebanon-security-blast/beirut-reels-from-huge-blast-as-death-toll-climbs-to-at-least-100-idUSKCN25107B

Top Domains
Top Domains in Tweet in Entire Graph:
[2592] twitter.com
[323] carrd.co
[248] justgiving.com
[206] trib.al
[126] reuters.com
[114] gofundme.com
[101] supportlrc.app
[87] jpost.com
[86] co.uk
[81] cbsnews.com

Top Domains in Tweet in G1:
[134] twitter.com
[22] justgiving.com
[20] carrd.co
[14] youtube.com
[14] change.org
[13] instagram.com
[10] gofundme.com
[9] foxnews.com
[8] theguardian.com
[7] co.uk

Top Domains in Tweet in G2:
[719] twitter.com

Top Domains in Tweet in G3:
[26] gofundme.com
[8] justgiving.com
[7] twitter.com
[6] carrd.co
[2] change.org

Top Domains in Tweet in G4:
[24] change.org
[13] twitter.com
[11] carrd.co
[6] gofundme.com
[4] globalcompact-lebanon.com
[4] justgiving.com
[2] org.au
[2] savethechildren.org
[2] rescue.org

Top Domains in Tweet in G5:
[8] twitter.com
[7] cnn.com
[5] newsweek.com
[4] gofundme.com
[4] change.org

Top Domains in Tweet in G6:
[547] twitter.com
[2] gofundme.com
[1] justgiving.com

Top Domains in Tweet in G7:
[14] twitter.com
[2] carrd.co
[2] lebanesefoodbank.org

Top Domains in Tweet in G8:
[15] twitter.com

Top Domains in Tweet in G9:
[47] twitter.com
[26] supportlrc.app
[3] gofundme.com
[3] justgiving.com
[3] carrd.co
[1] lebanesefoodbank.org

Top Domains in Tweet in G10:
[27] twitter.com
[24] trib.al
[16] apnews.com
[7] ndtv.com
[6] umrelief.org
[6] lebanesefoodbank.org
[6] org.kw
[4] reuters.com
[4] justgiving.com
[4] lbcgroup.tv

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3938] lebanon
[3110] beirut
[952] prayforlebanon
[592] beirutblast
[577] beirutexplosion
[568] lebanonexplosion
[483] prayforbeirut
[460] لبنان
[357] بيروت
[234] ssd



Top Hashtags in Tweet in G1:
[293] lebanon
[177] beirut
[70] beirutinourhearts
[58] beirutexplosion
[54] lebanonexplosion
[47] prayforbeirut
[32] بيروت_في_قلوبنا
[21] بيروت_منكوبة
[21] تفجير_بيروت
[19] prayforlebanon

Top Hashtags in Tweet in G2:
[9] prayforlebanon
[7] beirutblast
[7] lebanonexplosion
[1] beirut
[1] lebanon

Top Hashtags in Tweet in G3:
[1] ssd
[1] stayselcaday
[1] straykids
[1] stay

Top Hashtags in Tweet in G4:
[18] lebanon
[13] lebanonexplosion
[11] beirut
[4] beirutexplosion
[2] beirutblast
[2] انفجار_المرفأ
[2] prayforbeirut
[2] beirutinourhearts
[2] covid19

Top Hashtags in Tweet in G5:
[4] prayforlebanon
[3] lebanon
[3] beirutexplosion
[2] لبنان
[2] beirut
[2] beyrouth
[1] prayforbeirut
[1] liban

Top Hashtags in Tweet in G6:
[2] beirutexplosion
[2] lebanon
[2] beirutblast
[2] prayforbeirut
[2] قوة_الانفجار
[2] انفجار_المرفأ

Top Hashtags in Tweet in G8:
[1] beirutinourhearts

Top Hashtags in Tweet in G9:
[48] prayingforlebanon
[48] lebanon
[2] lebanonexplosion

Top Hashtags in Tweet in G10:
[100] beirut
[84] lebanon
[55] explosion
[15] بيروت
[7] بيروت_في_قلوبنا
[6] prayforlebanon
[4] lbcinews
[4] انفجار_المرفأ
[4] لبنان
[4] beirut_explosion

Top Words
Top Words in Tweet in Entire Graph:
[18558] lebanon
[5834] people
[3945] explosion
[3936] beirut
[3895] #lebanon
[3683] thread
[3589] help
[3202] please
[3047] #beirut
[2960] donate

Top Words in Tweet in G1:
[656] lebanon
[292] #lebanon
[197] people
[177] #beirut
[172] lebanese
[153] beirut
[148] god
[131] explosion
[125] pray
[121] prayers

Top Words in Tweet in G2:
[871] lebanon
[724] people
[718] praying
[121] beirut
[119] explosion
[118] pray
[109] protect
[106] father
[106] doing
[106] absolute

Top Words in Tweet in G3:
[856] lebanon
[823] people
[819] thread
[814] spreading
[814] explosion
[812] amount
[812] misinformation
[812] stuff
[812] true
[25] help

Top Words in Tweet in G4:
[655] lebanon
[547] help
[463] thread
[309] donate
[286] please
[260] petitions
[253] instead
[251] links
[247] don
[246] share

Top Words in Tweet in G5:
[1530] 11
[1091] lebanon
[1020] deaths
[1020] lost
[512] entire
[511] isn
[510] 2977
[510] 12
[510] buildings
[510] today

Top Words in Tweet in G6:
[1616] lebanon
[1054] gorgeous
[559] people
[529] know
[528] paris
[527] american
[527] friends
[527] desert
[527] slum
[527] middle

Top Words in Tweet in G7:
[964] don
[529] lebanon
[500] people
[489] place
[485] help
[484] donate
[484] please
[482] telling
[482] petitions
[482] red

Top Words in Tweet in G8:
[861] happening
[534] lebanon
[465] thread
[431] please
[419] explaining
[419] ignore
[419] lot
[419] months
[30] help
[24] 11

Top Words in Tweet in G9:
[563] lebanon
[441] thread
[414] donate
[325] properly
[104] co
[99] please
[55] help
[55] lebanese
[53] happening
[48] informative

Top Words in Tweet in G10:
[467] lebanon
[226] beirut
[166] 2020
[144] before
[138] explosion
[134] today
[119] august
[110] image
[93] #beirut
[90] french

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2381] people,lebanon
[1843] deserves,better
[1685] lebanon,thread
[1385] beirut,lebanon
[1255] lebanon,please
[1068] red,cross
[1067] explosion,lebanon
[1030] help,lebanon
[1018] #beirut,#lebanon
[926] middle,east

Top Word Pairs in Tweet in G1:
[82] #beirut,#lebanon
[80] thoughts,prayers
[74] brothers,sisters
[73] lebanese,people
[69] prayers,lebanese
[69] lebanon,lebanese
[68] trying,times
[68] god,bless
[68] bless,lebanon
[67] during,trying

Top Word Pairs in Tweet in G2:
[721] people,lebanon
[718] praying,people
[111] pray,lebanon
[106] father,doing
[106] doing,absolute
[106] absolute,best
[106] best,protect
[106] protect,explosion
[106] explosion,beirut
[106] beirut,pray

Top Word Pairs in Tweet in G3:
[812] amount,misinformation
[812] misinformation,people
[812] people,spreading
[812] spreading,explosion
[812] explosion,lebanon
[812] lebanon,thread
[812] thread,stuff
[812] stuff,true
[9] happening,lebanon
[7] lebanon,please

Top Word Pairs in Tweet in G4:
[253] lebanon,please
[242] donation,links
[236] middle,east
[234] petitions,don
[234] please,share
[232] don,work
[232] work,middle
[232] east,instead
[232] instead,thread
[232] thread,donation

Top Word Pairs in Tweet in G5:
[510] isn,11
[510] 11,lebanon
[510] lebanon,2977
[510] 2977,deaths
[510] deaths,12
[510] 12,buildings
[510] buildings,lost
[510] lost,11
[510] 11,today
[510] today,lebanon

Top Word Pairs in Tweet in G6:
[527] american,friends
[527] friends,know
[527] know,lebanon
[527] lebanon,lebanon
[527] lebanon,desert
[527] desert,slum
[527] slum,lebanon
[527] lebanon,paris
[527] paris,middle
[527] middle,east

Top Word Pairs in Tweet in G7:
[489] people,lebanon
[482] lebanon,telling
[482] telling,petitions
[482] petitions,don
[482] don,help
[482] help,place
[482] place,donate
[482] donate,red
[482] red,cross
[482] cross,listen

Top Word Pairs in Tweet in G8:
[434] happening,lebanon
[422] lebanon,please
[419] thread,explaining
[419] explaining,happening
[419] please,ignore
[419] ignore,lot
[419] lot,happening
[419] happening,months
[31] lebanon,thread
[23] help,lebanon

Top Word Pairs in Tweet in G9:
[334] lebanon,thread
[325] donate,properly
[325] properly,lebanon
[52] happening,lebanon
[49] please,donate
[48] informative,thread
[48] thread,happening
[48] lebanon,#prayingforlebanon
[48] #prayingforlebanon,#lebanon
[33] red,cross

Top Word Pairs in Tweet in G10:
[153] beirut,lebanon
[110] august,2020
[72] rescue,team
[71] french,rescue
[71] team,departing
[71] departing,paris
[71] paris,orly
[71] orly,airport
[71] airport,beirut
[71] lebanon,today

Top Replied-To
Top Replied-To in Entire Graph:
@fwstcar
@breaking911
@hshq
@redcrosslebanon
@realdonaldtrump
@bts_lebanon
@cyrilramaphosa
@timourazhari
@planetlabs
@bashirahmaad

Top Replied-To in G2:
@2020concepts

Top Replied-To in G3:
@_uniq_nct_

Top Replied-To in G4:
@manicwithluv

Top Replied-To in G5:
@benconstant20
@nypdct

Top Replied-To in G7:
@tbycherries

Top Replied-To in G10:
@miakhalifa
@nntaleb
@dougie_doug11
@habitat4humilty
@curtiswhitfiel4
@hcetamd
@ladybouachir
@sunfloweriine
@potus
@lorddefekator

Top Mentioned
Top Mentioned in Entire Graph:
@nytimes
@redcrosslebanon
@royalnavy
@airbusspace
@cnes
@dominicraab
@savethechildren
@un
@hmsenterprise
@bwallacemp

Top Mentioned in G1:
@stcatstandard
@mdgl98

Top Mentioned in G3:
@exoghost

Top Mentioned in G4:
@ukchange
@change_br
@snakeuthepotato
@changepilipinas
@zahrahankir

Top Mentioned in G5:
@130moodttrbl
@robsee40
@nypdct

Top Mentioned in G7:
@mtvlebanonnews

Top Mentioned in G10:
@lizsly
@khaledbeydoun
@maxar
@miakhalifa
@ap
@nytimes
@mhijazi
@lbci_news
@sarahdadouch
@leloveluck

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@rashidaldosari
@gocoo
@detikcom
@republikaonline
@blabalade
@lindaleeking
@pparzival
@independent
@evankirstel

Top Tweeters in G1:
@pulpnews
@johangreg
@dailynation
@raygibbs1
@tallyannae
@kompastv
@stcom
@dev_discourse
@independent_ie
@the_lady_red

Top Tweeters in G2:
@chocolateelixir
@lottopharaoh
@cuxxxom
@zoe_pappi
@forever_jason
@therealrosety
@iam_kjayy
@_heraddiction
@gawge0us
@pcfla11

Top Tweeters in G3:
@songsides
@ji7ook
@glimglamgal
@kordeipattons
@shampoofairypjm
@brenrawr
@xxxxxs_sensored
@monogioss
@ysjmkosmos
@ir0nspidey

Top Tweeters in G4:
@zeinobia
@gf_nn_
@selfishjw
@jessssila
@magicimpact
@evie67890
@english_wesley
@strcelestial
@hippie_juice
@rosesashleigh

Top Tweeters in G5:
@capt_mctavish_
@blackhippie_x
@m1kes_
@courageousamy_
@rihanna_only7
@ailsaints
@miyeamanda
@maryzellena
@elismagicatnado
@tombo__67

Top Tweeters in G6:
@ahsek_
@sheblessed
@biteesammiee
@_dsbo
@lustrouspapi
@iamnotorious__
@consciousfilth
@blakjamesfranco
@slimee21g
@upthecheck

Top Tweeters in G7:
@mtvlebanonnews
@mayadenisemu
@itsniallswift_
@anonymiq_
@romanticmuse
@andj_xo
@louisogoldenx
@fentymarvel
@saevi_
@petitxpois

Top Tweeters in G8:
@buckybarne
@marwuxx
@haer1109_
@sailorpanda
@tteokkochi__
@aniskhalidi
@numie410
@jeajeajee
@yaboiandres
@thekateblack

Top Tweeters in G9:
@millycam
@zaynkoo
@greatknjg
@mfnpdub
@dreamsofdeyes
@dnversbucky
@theweedend
@lushailian
@beenxavier
@silverliniing

Top Tweeters in G10:
@ndtv
@chard_maine2016
@lbci_news
@a31x64vijay
@washingtonpost
@rumi_wakui
@inthemirroremi
@loudminorityjp
@jackhutton
@wsj


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