#Lebanon, Twitter, 9/11/2021 11:50:40 AM, 261688


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#Lebanon_2021-09-11_02-44-36.xlsx
#Lebanon_2021-09-11_02-44-36.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 11, 2021
Short Description:
#Lebanon via NodeXL https://bit.ly/3C7WLgB
@thomasvitins
@ejmalrai
@najib_mikati
@matthieukaram
@zionistcommand
@alarabiya_eng
@clarinetwoman2
@timourazhari
@timand2037
@abirballan

Top hashtags:
#lebanon
#artificialintelligence
#machinelearning
#bigdata

Description:
Description
The graph represents a network of 9,158 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 Saturday, 11 September 2021 at 11:07 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 58-minute period from Friday, 03 September 2021 at 01:44 UTC to Saturday, 11 September 2021 at 09:43 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 : 9158
Unique Edges : 13429
Edges With Duplicates : 9523
Total Edges : 22952
Number of Edge Types : 5
Tweet : 4167
Retweet : 11244
MentionsInRetweet : 4912
Mentions : 2278
Replies to : 351
Self-Loops : 4439
Reciprocated Vertex Pair Ratio : 0.016133742152139
Reciprocated Edge Ratio : 0.0317551548243408
Connected Components : 1413
Single-Vertex Connected Components : 941
Maximum Vertices in a Connected Component : 6475
Maximum Edges in a Connected Component : 18696
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.64975
Graph Density : 0.000165979396613438
Modularity : 0.56299
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 9,158 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 Saturday, 11 September 2021 at 11:07 UTC.

The tweets in the network were tweeted over the 8-day, 7-hour, 58-minute period from Friday, 03 September 2021 at 01:44 UTC to Saturday, 11 September 2021 at 09:43 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:
[235] https://site.wmk-tech.net/jobs/javascript-game-developer-y0jx-1630842091
[200] https://site.wmk-tech.net/jobs/senior-front-end-react-developer-simu-1630762800
[188] https://twitter.com/CJHopkins_Z23/status/1425379672460861440
[179] https://site.wmk-tech.net/jobs/php-developer-hgvk-1630266851
[176] https://site.wmk-tech.net/jobs/wordpress-developer-kmwe-1631191628
[163] https://site.wmk-tech.net/jobs/senior-nodejs-backend-developer-gpiv-1630938558
[139] https://site.wmk-tech.net/jobs/reactnode-full-stack-developer-xusj-1631186780
[125] https://www.memri.org/tv/lebanese-man-wife-beating-debate-refuses-to-have-sex-so-i-rape-her-with-violence
[117] https://thecradle.co/Article/news/1615
[114] https://site.wmk-tech.net/jobs/it-recruiter-vpqd-1631207609

Top URLs in Tweet in G1:
[46] https://www.amnesty.org/en/latest/news/2021/09/lebanon-authorities-violating-right-to-health-and-endangering-lives-by-failing-to-provide-fuel-to-hospitals/
[34] https://www.dailystar.com.lb/News/Lebanon-News/2021/Sep-03/523070-lebanon-delegation-in-first-official-syria-visit-in-10-years.ashx#.YTIlYG3i-vg.twitter
[33] https://www.unescwa.org/sites/default/files/news/docs/21-00634-_multidimentional_poverty_in_lebanon_-policy_brief_-_en.pdf
[25] https://www.nytimes.com/2021/09/03/opinion/lebanon-economy.html
[24] https://twitter.com/lorienttoday/status/1436285688434110465
[23] https://www.reuters.com/world/middle-east/lebanon-deported-reuters-journalist-after-questioning-2021-09-03/
[21] https://www.france24.com/en/live-news/20210907-lebanese-turn-once-again-to-cyprus-safe-haven?ref=tw
[20] https://lebanon-support.org/content/call-applications-lebanon-support-social-justice-fellowship-2021-22-%D8%AF%D8%B9%D9%88%D8%A9-%D9%84%D8%AA%D9%82%D8%AF%D9%8A%D9%85-%D8%A7%D9%84%D8%B7%D9%84%D8%A8%D8%A7%D8%AA-0
[20] https://news.trust.org/item/20210907151824-2nsbp/
[19] https://www.middleeasteye.net/news/lebanon-syrians-facing-deportation-urgent-action-needed

Top URLs in Tweet in G2:
[25] https://www.instagram.com/accounts/login/
[10] https://api.whatsapp.com/send?phone=+918128986711
[9] https://radio7.pro-fhi.net/flux-panoramix/stream
[8] http://radio7.pro-fhi.net:9085/stream
[8] https://chat.whatsapp.com/FAZVNmwJeBwL8Rs2ZOrwPJ
[8] https://desktop.beiruting.com/LeMag/Coronavirus_cases_of_the_last_24_hours_in_Lebanon/13532
[7] https://www.nytimes.com/2021/09/03/opinion/lebanon-economy.html
[7] https://www.fiverr.com/caricaturezone?up_rollout=true
[6] http://94.23.221.158:9085/stream
[6] https://www.livan.info/statistika-koronavirusa-v-livane-na-segodnya/

Top URLs in Tweet in G3:
[16] https://www.unicbeirut.org/UN-Lebanon-Humanitarian-Fund-2021
[15] https://twitter.com/chehayebk/status/1435287232739528706
[15] https://www.gopetition.com/petitions/ask-the-united-nations-to-recognize-the-access-to-a-stable-currency-as-a-human-right.html
[14] https://lebanon.un.org/en/143249-lebanon-humanitarian-fund-allocates-us6-million-respond-fuel-crisis-lebanon
[14] https://www.thenationalnews.com/mena/lebanon/2021/09/10/lebanon-najib-mikati-signals-agreement-on-new-government/
[13] https://www.middleeasteye.net/news/lebanon-syrians-facing-deportation-urgent-action-needed
[9] https://twitter.com/lorienttoday/status/1436285688434110465
[7] https://finlandabroad.fi/web/lbn/current-affairs/-/asset_publisher/h5w4iTUJhNne/content/fund-for-local-cooperation-call-for-proposals-2021/384951?fbclid=IwAR3hxgi5otyOfjxjrIkebcQamKq326CMXjFwTSxg0YwcnVFm3IyzAo8nQOw
[7] https://twitter.com/antonioguterres/status/1435440756634890241
[6] https://www.foreignlobby.com/2021/09/07/libyas-haftar-lobbies-washington-bahaa-hariri-courts-us-in-lebanon-political-play-ethiopia-hires-mercury-amid-us-pressure-over-tigray/#hariri

Top URLs in Tweet in G4:
[116] https://thecradle.co/Article/news/1615
[41] https://thecradle.co/Article/investigations/1559
[35] https://thecradle.co/Article/news/1562
[34] https://thealtworld.com/elijah_magnier/hezbollah-intends-to-break-the-us-siege-of-lebanon
[27] https://thecradle.co/Article/news/1644
[25] https://www.youtube.com/watch?v=l5067Th3CEE

[25] http://sana.sy/en/?p=247594
[25] https://www.presstv.ir/Detail/2021/09/06/665956/Iran-fuel-shipment-economic-siege-Lebanon
[24] https://thecradle.co/Article/news/1574
[20] https://syrianews.cc/israel-bombs-damascus-from-over-beirut-to-support-daraa-isis-terrorists/

Top URLs in Tweet in G5:
[123] https://www.memri.org/tv/lebanese-man-wife-beating-debate-refuses-to-have-sex-so-i-rape-her-with-violence
[63] https://www.memri.org/tv/lebanon-journalist-nadim-koteich-one-assad-barrel-bomb-kills-people-gaza-war-condemn
[24] https://www.memri.org/tv/camille-chamoun-israeli-1982-invasion-solved-palestinian-problem-for-lebanon
[23] https://www.jpost.com/middle-east/iranian-fuel-hezbollah-savior-of-lebanon-and-irans-goal-for-chinese-investment-678899
[18] https://english.alarabiya.net/News/middle-east/2021/09/07/US-President-Biden-announces-close-to-50-mln-in-aid-for-Lebanon-s-army
[18] https://www.memri.org/tv/lebanon-journalist-tony-abi-najem-facing-iranian-occupation-hizbullah-irgc-destroyed
[15] https://www.jpost.com/middle-east/lebanese-ministers-to-make-highest-level-visit-to-syria-in-years-678642
[13] https://english.alarabiya.net/features/2021/09/02/An-eyewitness-account-of-a-failed-state-Lebanon
[13] https://www.memri.org/tv/fmr-lebanon-minister-wiam-wahhab-advocates-foregin-stewardship-europe-france-leaders-dogs
[12] https://english.alarabiya.net/News/middle-east/2021/09/04/High-ranking-Lebanon-officials-in-Syria-for-desperately-needed-energy-imports

Top URLs in Tweet in G6:
[31] https://twitter.com/NSR_Stevenson/status/1433800480245927942
[3] https://www.youtube.com/watch?v=vBGHu1CJ8_Q

[3] https://www.lebanon24.com/news/lebanon/862310/%D9%85%D9%8A%D9%82%D8%A7%D8%AA%D9%8A-%D9%84%D9%80-%D9%84%D8%A8%D9%86%D8%A7%D9%86-24-%D9%84%D8%A7-%D8%AB%D9%84%D8%AB-%D9%85%D8%B9%D8%B7%D9%91%D9%84%D8%A7-%D9%81%D9%8A-%D8%A7%D9%84%D8%AD%D9%83%D9%88%D9%85%D8%A9-%D8%A7%D9%84%D8%B9%D8%AA%D9%8A%D8%AF
[3] https://twitter.com/priapusiq/status/1433452608220434445
[2] https://twitter.com/naharnet/status/1434832727254179845
[2] https://twitter.com/lorienttoday/status/1436370930436030464
[2] https://twitter.com/lorienttoday/status/1436285688434110465
[2] https://www.lbcgroup.tv/news/52605/lbcinews
[2] https://www.amnesty.org/en/latest/news/2021/09/lebanon-authorities-violating-right-to-health-and-endangering-lives-by-failing-to-provide-fuel-to-hospitals/
[2] http://www.compositeveneerslebanon.com

Top URLs in Tweet in G7:
[3] https://www.peaceinsight.org/en/
[3] https://www.voanews.com/middle-east/lebanese-syrian-officials-agree-energy-import-plan
[2] https://twitter.com/LBpresidency/status/1436244684607733760
[2] https://twitter.com/the_newarab/status/1436290717756841984
[2] https://twitter.com/MarioLeb79/status/1421832209493860354?s=20
[2] https://twitter.com/NSR_Stevenson/status/1433800480245927942
[2] https://twitter.com/corriere/status/1434789591320514561
[2] https://www.economist.com/1843/2021/09/02/never-order-tabbouleh-outside-lebanon
[2] https://www.nytimes.com/2021/09/05/arts/beirut-blast-art-restoration.html
[1] https://twitter.com/aciltab/status/1436290858815475736

Top URLs in Tweet in G8:
[8] https://twitter.com/Rulaelhalabi/status/1435935449265188865
[4] https://www.instagram.com/accounts/login/
[2] http://rami-rizk.com/
[2] https://twitter.com/rami_rizk/status/1358839646059388928/photo/1
[2] https://twitter.com/Iyadboustany/status/1310210850712625152
[2] https://www.youtube.com/c/AnthonyRahayel
[1] https://twitter.com/Ossama41968/status/1434557567775170566
[1] https://twitter.com/KameelRayes/status/1434562127025610759
[1] https://thecradle.co/Article/News/1613
[1] https://thecradle.co/Article/News/1755

Top URLs in Tweet in G9:
[187] https://twitter.com/CJHopkins_Z23/status/1425379672460861440
[11] https://egyptianchronicles.blogspot.com/2021/09/coronavirus-on-nile-coronavirus-of.html
[3] https://abirballan.blogspot.com/2021/09/letter-to-president-of-lau-lebanon.html
[3] https://twitter.com/
[3] http://en.akhbaralyawm.com/newsdet.aspx?id=109747
[3] https://www.akhbaralyawm.com/newsdet.aspx?id=123150
[2] https://zawayamedia.com/single/9985/
[2] https://zawayamedia.com/single/9878/
[2] https://zawayamedia.com/single/9879/
[2] https://zawayamedia.com/single/9906/

Top URLs in Tweet in G10:
[2] https://twitter.com/nevinehachem/status/1419001231033372677
[2] https://www.youtube.com/watch?v=icssFve3zPs

[1] https://twitter.com/TankerTrackers/status/1435249643546456065

Top Domains
Top Domains in Tweet in Entire Graph:
[2213] wmk-tech.net
[1586] twitter.com
[322] thecradle.co
[284] memri.org
[199] alarabiya.net
[176] youtube.com
[152] nytimes.com
[113] com.lb
[99] jpost.com
[92] usarealservice.com

Top Domains in Tweet in G1:
[429] twitter.com
[62] com.lb
[58] amnesty.org
[47] unescwa.org
[46] youtube.com
[46] nowlebanon.com
[45] aawsat.com
[44] apnews.com
[42] aljazeera.com
[38] nytimes.com

Top Domains in Tweet in G2:
[145] twitter.com
[28] instagram.com
[23] lebanon-lotto.com
[21] whatsapp.com
[19] nytimes.com
[17] pro-fhi.net
[16] fiverr.com
[15] fusiontechint.com
[14] careerarc.com
[14] aljoumhouriatv.com

Top Domains in Tweet in G3:
[143] twitter.com
[21] un.org
[19] unicbeirut.org
[16] youtube.com
[15] gopetition.com
[14] thenationalnews.com
[13] middleeasteye.net
[11] arabnews.jp
[9] com.ar
[7] finlandabroad.fi

Top Domains in Tweet in G4:
[316] thecradle.co
[80] twitter.com
[73] presstv.ir
[48] thealtworld.com
[43] almayadeen.net
[36] youtube.com
[25] sana.sy
[24] syrianews.cc
[17] raialyoum.com
[12] iswnews.com

Top Domains in Tweet in G5:
[278] memri.org
[144] alarabiya.net
[68] jpost.com
[18] france24.com
[15] twitter.com
[14] israelradar.com
[11] substack.com
[10] i24news.tv
[7] kataeb.org
[7] org.eg

Top Domains in Tweet in G6:
[49] twitter.com
[32] lbcgroup.tv
[7] youtube.com
[3] lebanon24.com
[3] com.lb
[2] amnesty.org
[2] compositeveneerslebanon.com
[1] trust.org

Top Domains in Tweet in G7:
[13] twitter.com
[4] peaceinsight.org
[3] voanews.com
[2] memri.org
[2] economist.com
[2] nytimes.com
[1] alarabiya.net
[1] gov.lb

Top Domains in Tweet in G8:
[17] twitter.com
[4] instagram.com
[2] rami-rizk.com
[2] thecradle.co
[2] youtube.com
[1] presstv.ir

Top Domains in Tweet in G9:
[191] twitter.com
[30] zawayamedia.com
[14] blogspot.com
[6] akhbaralyawm.com
[2] facebook.com
[1] twitter.co
[1] pic.tw

Top Domains in Tweet in G10:
[3] twitter.com
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[16739] lebanon
[2377] artificialintelligence
[2371] machinelearning
[2369] bigdata
[2369] 100daysofcode
[2340] ai
[2337] cybersecurity
[2316] python
[2316] deeplearning
[2313] datascience



Top Hashtags in Tweet in G1:
[2687] lebanon
[271] syria
[172] beirut
[145] lebanese
[131] breaking
[123] لبنان
[100] gas
[79] jordan
[76] iran
[70] egypt

Top Hashtags in Tweet in G2:
[1434] lebanon
[169] beirut
[160] لبنان
[120] syria
[105] ليش_ما_عزمتوني
[76] iran
[76] jordan
[70] egypt
[65] بيروت
[56] جو_رعد

Top Hashtags in Tweet in G3:
[985] lebanon
[191] whatshappeninginmyanmar
[191] sep11coup
[190] عهد_الذل
[71] syria
[54] hezbollah
[45] لبنان
[42] un
[41] assad
[34] iran

Top Hashtags in Tweet in G4:
[1283] lebanon
[561] syria
[389] iran
[202] hezbollah
[153] us
[122] iraq
[121] beirut
[98] iranian
[95] damascus
[94] israel

Top Hashtags in Tweet in G5:
[1001] lebanon
[275] iran
[222] israel
[103] egypt
[97] syria
[81] breaking
[72] gaza
[70] hezbollah
[27] us
[26] jordan

Top Hashtags in Tweet in G6:
[486] lebanon
[305] freesheikhomarbakrimuhammad
[115] لبنان
[24] الدولار
[22] lebanese
[20] muslims
[19] islam
[18] freesheikhomarbakri
[16] antoine_dagher
[16] انطوان_داغر

Top Hashtags in Tweet in G7:
[292] lebanon
[174] beirut
[12] لبنان
[10] womensrights
[9] breaking
[7] liban
[7] beirutexplosion
[7] beirutblast
[7] بيروت
[5] masters

Top Hashtags in Tweet in G8:
[392] lebanon
[102] liban
[81] beirut
[76] لبنان
[59] photography
[46] tourism
[46] travel
[44] صباح_الخير
[43] usa
[42] wearelebanon

Top Hashtags in Tweet in G9:
[252] lebanon
[187] dubai
[30] زوايا_ميديا
[30] لبنان
[20] coronavirus
[20] covid19
[19] السوق_السوداء
[19] الدولار
[19] دولار
[19] الليرة_اللبنانية

Top Hashtags in Tweet in G10:
[274] lebanon
[204] siyese101
[137] تيار_المستقبل
[132] جمال_عثمان
[132] futuremovement
[132] corruption
[67] نبيه_بري
[67] nabihberri
[42] leadership
[42] montreal

Top Words
Top Words in Tweet in Entire Graph:
[16340] #lebanon
[2377] #artificialintelligence
[2371] #machinelearning
[2369] #bigdata
[2369] #100daysofcode
[2342] #ai
[2337] #cybersecurity
[2316] #python
[2316] #deeplearning
[2313] #datascience

Top Words in Tweet in G1:
[2543] #lebanon
[304] government
[239] #syria
[221] minister
[218] one
[218] fuel
[214] country
[208] mikati
[207] lebanese
[199] cabinet

Top Words in Tweet in G2:
[1418] #lebanon
[218] lebanon
[170] #beirut
[161] #لبنان
[118] #syria
[105] #ليش_ما_عزمتوني
[103] government
[84] lebanese
[77] #jordan
[73] #egypt

Top Words in Tweet in G3:
[967] #lebanon
[382] m1
[276] najib_mikati
[255] minister
[240] prime
[221] history
[196] stop
[193] group
[193] business
[192] telenor_mm

Top Words in Tweet in G4:
[1142] #lebanon
[522] #syria
[394] fuel
[376] #iran
[249] lebanon
[248] tankers
[238] france
[237] thecradlemedia
[232] iranian
[230] syrian

Top Words in Tweet in G5:
[954] #lebanon
[233] arab
[222] #israel
[211] lebanon
[207] #iran
[171] video
[170] one
[169] husband
[166] gas
[159] lebanese

Top Words in Tweet in G6:
[475] #lebanon
[305] #freesheikhomarbakrimuhammad
[222] omar
[220] bakri
[167] lbpresidency
[151] torture
[145] lebisf
[137] years
[134] shaykh
[125] ahmad

Top Words in Tweet in G7:
[290] #lebanon
[174] #beirut
[151] yesterday
[151] evening
[32] government
[29] photo
[28] 13
[28] country
[26] crisis
[23] month

Top Words in Tweet in G8:
[392] #lebanon
[102] #liban
[81] #beirut
[79] lebanon
[76] #لبنان
[74] لبنان
[71] من
[59] morning
[59] #photography
[48] الصورة

Top Words in Tweet in G9:
[374] banned
[252] #lebanon
[190] see
[187] name
[187] abir
[187] live
[187] #dubai
[187] travelling
[187] mother
[187] without

Top Words in Tweet in G10:
[274] #lebanon
[264] carburent
[204] #siyese101
[137] #تيار_المستقبل
[134] في
[132] يرعى
[132] تهريب
[132] المحروقات
[132] الشمال
[132] ويحمي

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2369] #machinelearning,#bigdata
[2369] #bigdata,#100daysofcode
[2316] #100daysofcode,#python
[2316] #python,#deeplearning
[2306] #ai,#datascience
[2306] #datascience,#machinelearning
[1959] #iot,#devops
[1918] #vacancy,#lebanon
[1857] #digitaltransformation,#codenewbie
[1612] #digitalmarketing,#cybersecurity

Top Word Pairs in Tweet in G1:
[177] najib,mikati
[133] 24,member
[110] member,govt
[100] pm,najib
[99] #breaking,#lebanon
[93] #lebanon,pm
[87] mikati,officially
[84] central,bank
[84] officially,heads
[84] heads,24

Top Word Pairs in Tweet in G2:
[57] #beirut,#lebanon
[52] #ليش_ما_عزمتوني,#ليش_ما_عزمتوني
[46] #lebanon,#beirut
[34] #لبنان,#بيروت
[32] #ليش_ما_عزمتوني,#جو_رعد
[30] #syria,#lebanon
[23] #lebanon,#egypt
[21] #جو_رعد,#جو_رعد
[21] #jordan,#lebanon
[20] #lebanon,#لبنان

Top Word Pairs in Tweet in G3:
[240] prime,minister
[192] m1,group
[191] oligarch,najib_mikati
[191] najib_mikati,prime
[191] minister,#lebanon
[191] #lebanon,buyer
[191] buyer,telenor_mm
[191] telenor_mm,m1
[191] group,history
[191] history,business

Top Word Pairs in Tweet in G4:
[121] #lebanon's,central
[121] central,bank
[121] bank,chief
[121] chief,caught
[121] caught,smuggling
[121] smuggling,cash
[121] cash,france
[116] embarassing,#lebanon's
[116] france,read
[116] read,salameh

Top Word Pairs in Tweet in G5:
[123] arab,'wife
[123] 'wife,beating'
[123] beating',panel
[123] panel,#lebanon
[123] #lebanon,tv
[123] very,candid
[123] husband,beat
[91] arab,states
[84] middle,east
[77] video,wife

Top Word Pairs in Tweet in G6:
[220] omar,bakri
[125] shaykh,ahmad
[125] ahmad,jibril
[118] lebisf,un_lebanon
[118] dgsg_security,lbpresidency
[117] lbpresidency,#freesheikhomarbakrimuhammad
[111] jibril,#freesheikhomarbakrimuhammad
[109] bakri,#lebanon
[69] illegal,imprisonment
[69] imprisonment,torture

Top Word Pairs in Tweet in G7:
[151] #beirut,yesterday
[151] yesterday,evening
[151] evening,#lebanon
[21] #lebanon,government
[21] government,13
[21] 13,month
[21] month,vacancy
[21] vacancy,ministers
[21] ministers,mostly
[21] mostly,affiliated

Top Word Pairs in Tweet in G8:
[56] #photography,#lebanon
[48] محمية,أرز
[43] #lebanon,#صباح_الخير
[43] #صباح_الخير,#لبنان
[39] #usa,#london
[38] #liban,#lebanon
[34] #tourism,#travel
[34] #liban,#beirut
[31] #lebanon,#liban
[27] #london,#lebanon

Top Word Pairs in Tweet in G9:
[187] name,abir
[187] abir,live
[187] live,#dubai
[187] #dubai,banned
[187] banned,travelling
[187] travelling,see
[187] see,mother
[187] mother,#lebanon
[187] #lebanon,without
[187] without,pcr

Top Word Pairs in Tweet in G10:
[132] #تيار_المستقبل,يرعى
[132] يرعى,تهريب
[132] تهريب,المحروقات
[132] المحروقات,في
[132] في,الشمال
[132] الشمال,ويحمي
[132] ويحمي,أكبر
[132] أكبر,تج
[132] تج,ار
[132] ار,الإحتكار

Top Replied-To
Top Replied-To in Entire Graph:
@nancyajram
@ianfcollard
@sallyfarhatt
@calxandr
@unescwa
@doamuslims
@yesar
@lebisf
@apalmerdc

Top Replied-To in G1:
@unescwa
@yesar
@hrw
@amnesty
@omartamo19
@warghetti
@middleeastinst
@madamemyao1
@carolecadwalla
@salemzahran05

Top Replied-To in G3:
@ianfcollard
@unreliefchief
@lezahliote
@mohamadkaisi
@najib_mikati
@larissaaounsky
@jwronecka
@carlos_abadi
@joyce_karam
@vali_nasr

Top Replied-To in G4:
@marwa__osman
@senblumenthal
@amirabdolahian
@presstv
@blueb23748918
@aubmc_official
@antisillypirate
@aahronheim
@haidarakarar
@snarwani

Top Replied-To in G5:
@sallyfarhatt
@nadiamassih
@cyprustoday
@cathrynpapa
@kredo0
@raniakhalek
@lebupdate
@zionistcommand

Top Replied-To in G6:
@doamuslims
@lebisf
@mtvlebanonnews
@lbpresidency
@muftimenk
@drbilalphilips
@barner_brand
@lmaevent
@dgsg_security
@mtvlebanon

Top Replied-To in G7:
@voanews
@riadkobaissi
@aya_majzoub
@matthieukaram
@ambmudallali
@lebisf
@saadhariri

Top Replied-To in G8:
@nntaleb
@rahayel
@senblumenthal

Top Replied-To in G9:
@mophleb

Top Replied-To in G10:
@ap
@samykleyb
@w_akl

Top Mentioned
Top Mentioned in Entire Graph:
@najib_mikati
@wmktech
@thecradlemedia
@lbpresidency
@telenor_mm
@sigve_telenor
@lebisf
@un_lebanon
@dgsg_security
@xoce_q

Top Mentioned in G1:
@afp
@unescwa
@reuters
@ap
@ajenglish
@najib_mikati
@warghetti
@lydia_canaan
@suleimankhalidi
@amnesty

Top Mentioned in G2:
@aljoumhouria_tv
@hmeyephoto
@lebanon_lotto
@u_voices
@alghina_ngo

Top Mentioned in G3:
@najib_mikati
@telenor_mm
@sigve_telenor
@rochdi_najat
@general_aoun
@lebarmyofficial
@un
@unifil_
@un_lebanon
@kellytclements

Top Mentioned in G4:
@thecradlemedia
@ejmalrai
@kitklarenberg
@marwa__osman
@mideastream
@bintmachgara
@raialyoum1
@mayadeenenglish
@timand2037
@abdelbariatwan

Top Mentioned in G5:
@tallevram
@sfrantzman
@france24
@orielmakayes
@elintnews
@petranews
@adalmirza
@idf
@i24news_en
@reuters

Top Mentioned in G6:
@lbpresidency
@lebisf
@un_lebanon
@dgsg_security
@zahiddoam
@doamuslims
@byblosbank
@lebarmyofficial
@lbci_news
@mtvlebanonnews

Top Mentioned in G7:
@matthieukaram
@saadhariri
@wmg2021kansai
@ahmadhachmieh
@insightconflict
@abou_diab
@drpjsullivan
@sgblbank
@lbpresidency
@lebisf

Top Mentioned in G8:
@iyadboustany
@kameelrayes
@livelovebeirut
@joytassidis
@mozinati
@lebanontraveler
@rami_rizk

Top Mentioned in G9:
@mediazawaya
@mophleb
@24liveblog
@mehelebanon
@lopbeirut
@presidentmawad
@lebamuniv
@laumcrh
@lauengineering
@lauartssciences

Top Mentioned in G10:
@worldbank
@imfnews
@ifc_org

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@missb62
@sectest9
@rashidaldosari
@odio_nao
@cybersec_feeds
@chidambara09
@edinburghwatch
@rk70534
@phildecarolis

Top Tweeters in G1:
@missb62
@world_news_eng
@sandradunn1955
@reuters
@mstepczyk
@bivi_17
@annahar
@asteris
@upuouo
@net2ayurveda

Top Tweeters in G2:
@pulpnews
@newsoneplace
@jenkers_en
@gr8musicvenues
@totaltrafficnyc
@brindusab1
@yagbebi
@zafarwestern
@outlookindia
@footballresult3

Top Tweeters in G3:
@rashidaldosari
@chrisbrey1
@nilimajumder
@scheerenberger
@blanketcrap
@avonan
@webnauta5_9
@shamswnour
@letsroc137
@aibexint

Top Tweeters in G4:
@odio_nao
@phildecarolis
@pparzival
@billm9
@porridgeisgood
@johnjoechad
@s_total_s2
@alizardx
@princessbibirf_
@mojos55

Top Tweeters in G5:
@pollsstar
@starcoreone02
@pas5974
@manchuriandevil
@annoula64
@blisstabitha
@buallaya
@troubleddays
@mzee26
@bbcnews

Top Tweeters in G6:
@lebanon24
@mtvlebanonnews
@lbci_news
@lbcilebanon
@lbci_news_en
@kangaroocaught
@samir_madani
@lebanonpress
@emmapeel_knight
@groffbroadway

Top Tweeters in G7:
@68shiroi
@corriere
@mark45dominic
@marianhouk
@tabithastevens8
@muzahara2
@miraitas
@paopao0128
@voanews
@adpucci

Top Tweeters in G8:
@ejlazar
@edjlazar
@hautahbuhgee
@johnapp63499667
@noe_urdangaray
@toniradjali
@sachin55476477
@gabrielanthonyp
@ykaissg
@juanan959

Top Tweeters in G9:
@zeinobia
@thewaterflea
@kheatherbrown
@awakenowready
@ysbrydshadow
@cole_davesc66
@tericbrownuga
@clerysboy
@queenofunseen
@dandaman4us

Top Tweeters in G10:
@laudy_1
@nneerajdj
@mohammed9715073
@kikisemaan1
@quebecretweet
@gurgling_mrd
@loulouttew17
@monachebib
@antoinedaher8
@diana_jaalouk