Covid19, Twitter, 3/17/2020 4:01:30 AM, 223055


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Covid19 Twitter NodeXL SNA Map and Report for Monday, 16 March 2020 at 02:51 UTC
Covid19 Twitter NodeXL SNA Map and Report for Monday, 16 March 2020 at 02:51 UTC
From:
marc_smith
Uploaded on:
March 17, 2020
Short Description:
Covid19 via NodeXL http://bit.ly/2UcbQcv
@who
@opsoms
@cdcgov
@kkmputrajaya
@bbcpolitics
@realdonaldtrump
@thestandardth
@beemieo
@solon594bce
@dramalinabakri

Top hashtags:
#covid19
#coronavirus
#covidー19
#sars
#coronavirusoutbreak
#2019ncov
#china
#โควิด19
#usa

Description:
Description
The graph represents a network of 21,749 Twitter users whose recent tweets contained "Covid19", 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 Monday, 16 March 2020 at 03:18 UTC.

The tweets in the network were tweeted over the 11-minute period from Monday, 16 March 2020 at 02:39 UTC to Monday, 16 March 2020 at 02:51 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 : 21901
Unique Edges : 23954
Edges With Duplicates : 26165
Total Edges : 50119
Number of Edge Types : 5
Mentions : 19761
Replies to : 2351
Tweet : 10979
Retweet : 11706
MentionsInRetweet : 5322
Self-Loops : 11007
Reciprocated Vertex Pair Ratio : 0.0191398436079287
Reciprocated Edge Ratio : 0.0375607797653566
Connected Components : 4077
Single-Vertex Connected Components : 1386
Maximum Vertices in a Connected Component : 10933
Maximum Edges in a Connected Component : 35597
Maximum Geodesic Distance (Diameter) : 31
Average Geodesic Distance : 10.213546
Graph Density : 4.67379254799358E-05
Modularity : 0.475384
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 21,749 Twitter users whose recent tweets contained "Covid19", 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 Monday, 16 March 2020 at 03:18 UTC.

The tweets in the network were tweeted over the 11-minute period from Monday, 16 March 2020 at 02:39 UTC to Monday, 16 March 2020 at 02:51 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 : Covid19
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[137] https://twitter.com/account/suspended
[66] https://www.gob.mx/coronavirus
[36] https://www.pscp.tv/w/cT11pzF4TlFhWUFXa3JQUWJ8MXlvS01hTHlQbmpLUY7G4Fp4aYiOTEdPXKUxRZB4beC7uj7vf3JztsBJVhPo
[33] https://trib.al/vhRTzaX
[30] https://www.who.int/docs/default-source/coronaviruse/mental-health-considerations.pdf?sfvrsn=6d3578af_8
[21] http://covid2019.app
[17] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
[17] https://asli.org.uk/asli-nrcpd-joint-statement-access-to-information-and-services-coronavirus-covid19/
[15] https://www.pscp.tv/w/cT11pzFNV0V3YUdBTFhrS2J8MVlxS0RFVmtObUJHVpIPMOC8QhDNZ415NZaqDHdLA3_5n2f9Vta0lTck_6B3
[14] https://pikobar.jabarprov.go.id/

Top URLs in Tweet in G1:
[5] https://staythefuckhome.com
[4] http://gob.mx/coronavirus
[2] https://petition.parliament.uk/petitions/301397
[2] https://twitter.com/danielsgoldman/status/1239241504226508802
[2] https://twitter.com/GovInslee/status/1239376248335265794
[2] https://lacounty.gov/covid19/closures/
[2] https://www.youtube.com/watch?v=GIMXekRVnHo

[2] https://noticieros.televisa.com/ultimas-noticias/coronavirus-infertilidad-masculina-covid19-disfuncion-reproduccion/
[2] https://www.bbc.com/news/world-europe-51901976
[2] https://twitter.com/gmanews/status/1239382069207134209

Top URLs in Tweet in G2:
[4] http://www.astroawani.com/berita-dunia/amerika-syarikat-uji-vaksin-covid-19-233817
[4] https://www.bharian.com.my/berita/nasional/2020/03/665670/sekatan-masuk-rakyat-malaysia-dikecualikan
[3] http://www.astroawani.com/berita-sukan/covid-19-presiden-bola-sepak-switzerland-positif-selepas-hadiri-sidang-uefa-233814
[3] https://www.bharian.com.my/berita/nasional/2020/03/665677/covid-19-pusat-sains-negara-planetarium-negara-ditutup-kepada-orang
[2] http://www.astroawani.com/berita-sukan/covid-19-euro-2020-ditangguh-233811
[2] http://www.astroawani.com/berita-malaysia/covid-19-um-aktifkan-mod-e-learning-serta-merta-233726
[2] https://www.bharian.com.my/berita/nasional/2020/03/665668/covid-19-uthm-kampus-pagoh-ditutup-keseluruhan
[2] https://www.facebook.com/MajlisKeselamatanNegara/photos/a.1829514137151484/2286388611464032/?type=3&theater
[1] http://fsq.moh.gov.my/v6
[1] https://twitter.com/KKMPutrajaya/status/1239123467573686278

Top URLs in Tweet in G3:
[9] https://www.chula.ac.th/news/28255/
[7] https://news.thaipbs.or.th/content/289862
[6] https://www.facebook.com/ThaiPBSFan/videos/530994314482946
[2] https://covidtracker.5lab.co/
[2] https://news.thaipbs.or.th/content/289863
[2] https://news.thaipbs.or.th/content/289864
[2] https://www.springnews.co.th/timeline/%E0%B9%80%E0%B8%81%E0%B8%B2%E0%B8%B0%E0%B8%95%E0%B8%B4%E0%B8%94%E0%B8%82%E0%B9%88%E0%B8%B2%E0%B8%A7-%E0%B9%84%E0%B8%A7%E0%B8%A3%E0%B8%B1%E0%B8%AA%E0%B9%82%E0%B8%84%E0%B9%82%E0%B8%A3%E0%B8%99%E0%B9%88
[1] https://thestandard.co/airlines-suggest-close-borders-due-to-covid-19/
[1] https://thestandard.co/yong-poovorawan-songkran-covid-19/
[1] https://thestandard.co/5lab-covidtracker/

Top URLs in Tweet in G4:
[30] https://www.who.int/docs/default-source/coronaviruse/mental-health-considerations.pdf?sfvrsn=6d3578af_8
[14] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Faction%2FshowPdf%3Fpii%3DS0092-8674%252820%252930229-4&rc=0
[10] https://www.who.int/emergencies/diseases/novel-coronavirus-2019/advice-for-public/myth-busters
[5] https://un.org/coronavirus
[4] https://twitter.com/ARanganathan72/status/1237637688708063232/photo/1
[4] https://who.maps.arcgis.com/apps/opsdashboard/index.html#/c88e37cfc43b4ed3baf977d77e4a0667
[4] https://theconversation.com/this-coronavirus-share-market-crash-is-unlike-those-that-have-gone-before-it-133691
[3] http://www.jd.com
[3] https://twitter.com/account/suspended
[3] https://twitter.com/Patrick_SC_Wong?protected_redirect=true

Top URLs in Tweet in G5:
[14] https://www.cbc.ca/news/canada/toronto/cbsa-officer-pearson-tests-positive-covid19-1.5498782?cmp=rss
[2] https://www.cbc.ca/news/canada/toronto/metrolinx-reducing-service-covid19-1.5498714

Top URLs in Tweet in G6:
[12] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
[4] https://www.nytimes.com/2020/03/05/world/coronavirus-live-updates.html
[3] https://www.cdc.gov/coronavirus/2019-ncov/cases-in-us.html
[3] https://twitter.com/account/suspended
[3] https://public.tableau.com/profile/kuldeep.ram#!/vizhome/WuhanCoronavirus/CoronavirusTracker
[3] https://www.livescience.com/new-coronavirus-compare-with-flu.html
[3] https://twitter.com/saracarterdc/status/1239210795772370945
[3] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=835740314006511618&text=sign%2520SKAXAD
[3] https://www.mediapost.com/publications/article/348317/how-much-have-you-heard-or-read-about-qanon.html?edition=117545
[2] https://www.clinicaltrialsarena.com/analysis/coronavirus-mers-cov-drugs/

Top URLs in Tweet in G7:
[2] https://www.t13.cl/335511
[2] https://twitter.com/mikescandar/status/1239353772855275520
[1] https://twitter.com/AlertaNews24/status/1239357745477779456
[1] https://www.latercera.com/pulso/noticia/la-fed-reduce-drasticamente-las-tasas-para-combatir-la-desaceleracion-del-coronavirus/EM3QVYXISZGCNF7DUQLV77VZRU/amp
[1] https://www.uchile.cl/covid19
[1] https://twitter.com/seremisaludrm/status/1239357697499320321
[1] https://www.latercera.com/nacional/noticia/presidenta-de-colegio-medico-sobre-fase-3-de-coronavirus-es-necesario-extremar-medidas/CXTIMSJ22VCF3ODAAG7G5MBLYU/
[1] https://twitter.com/TransMilenio/status/1238872116990300165

Top URLs in Tweet in G8:
[21] http://covid2019.app
[5] https://cdc.gov/COVID19
[2] http://Gov.sg
[2] https://docs.google.com/spreadsheets/d/16L1wZYg6SWeoFLL7fPE2UZZ_TL9QaHRVMqzSLu5gAbU/edit?usp=drivesdk
[2] https://www.cdc.gov/coronavirus/2019-ncov/community/mass-gatherings-ready-for-covid-19.html
[2] https://www.cdc.gov/coronavirus/2019-ncov/hcp/index.html
[2] https://healthandwelfare.idaho.gov/AboutUs/Newsroom/tabid/130/ctl/ArticleView/mid/3061/articleId/2089/Idaho-reports-three-additional-cases-of-COVID19-in-the-state-for-a-total-of-5.aspx
[2] https://www.channelnewsasia.com/news/singapore/coronavirus-covid-19-singapore-malaysia-asean-stay-home-notice-12539952?cid=TWTcna
[2] https://media.defense.gov/2020/Mar/13/2002264688/-1/-1/1/FAQ_TRAVEL_RESTRICTIONS.PDF
[1] https://medium.com/@ariadnelabs/social-distancing-this-is-not-a-snow-day-ac21d7fa78b4

Top URLs in Tweet in G9:
[6] https://www.who.int/es/news-room/q-a-detail/q-a-coronaviruses
[3] http://porttada.com/bebe-hondurena-de-8-meses-entre-los-ultimos-infectados-por-covid-19
[1] https://www.soychile.cl/Temuco/Policial/2020/03/15/643142/Confirman-que-paciente-contagiado-con-coronavirus-viajo-en-un-avion-desde-Santiago-a-Temuco-27-pasajeros-en-cuarentena.aspx
[1] https://twitter.com/SecPrensaSV/status/1239330531847831552
[1] https://www.washingtonpost.com/graphics/2020/world/corona-simulator-spanish/
[1] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[1] https://twitter.com/ciegokdr/status/1239372756145315840
[1] https://www.laprensagrafica.com/elsalvador/EN-VIVO-Presidente-Nayib-Bukele-envia-mensaje-a-El-Salvador-en-cadena-nacional-20200315-0040.html
[1] https://www.youtube.com/watch?v=HJyA-9flv3Q&feature=youtu.be

[1] https://www.undp.org/content/undp/es/home/blog/2020/world-must-work-together-to-confront-covid-19.html

Top URLs in Tweet in G10:
[2] https://www.deseret.com/u-s-world/2020/3/15/21181063/coronavirus-covid19-democratic-debate-healthcare-joe-biden-bernie-sanders?utm_campaign=herbscribner&utm_content=chorus&utm_medium=social&utm_source=twitter
[2] https://news.sky.com/story/coronavirus-35-deaths-in-uk-a-rise-of-14-in-a-day-11957935
[2] https://twitter.com/elizabeth_mclau/status/1239342263974666244
[2] https://twitter.com/stereophonics/status/1238976755022680065
[1] https://twitter.com/timmurtaugh/status/1239371482947518464
[1] http://news.sky.com/story/coronavirus-jeremy-corbyn-accuses-government-of-being-well-behind-the-curve-on-covid-19-11958076?dcmp=snt-sf-twitter
[1] http://news.sky.com/story/coronavirus-what-the-wealthiest-1-are-doing-to-try-and-avoid-the-outbreak-11955332?dcmp=snt-sf-twitter
[1] https://news.sky.com/story/coronavirus-symptoms-quarantine-and-how-it-spreads-11922562
[1] https://www.cdc.gov/coronavirus/2019-ncov/community/mass-gatherings-ready-for-covid-19.html
[1] https://www.tn.gov/education/health-and-safety/update-on-coronavirus.html

Top Domains
Top Domains in Tweet in Entire Graph:
[3412] twitter.com
[161] youtube.com
[128] nytimes.com
[85] gob.mx
[68] washingtonpost.com
[68] pscp.tv
[67] who.int
[67] channelnewsasia.com
[58] scmp.com
[57] co.uk

Top Domains in Tweet in G1:
[209] twitter.com
[25] youtube.com
[20] instagram.com
[9] voiceofeurope.com
[8] linkedin.com
[7] spotify.com
[6] bbc.com
[5] moptu.com
[5] com.mx
[5] nytimes.com

Top Domains in Tweet in G2:
[15] com.my
[11] twitter.com
[11] astroawani.com
[2] facebook.com
[1] gov.my
[1] youtube.com
[1] instagram.com

Top Domains in Tweet in G3:
[14] or.th
[10] ac.th
[10] facebook.com
[6] thestandard.co
[6] co.th
[3] sanook.com
[2] 5lab.co
[1] workpointnews.com
[1] th-stat.com
[1] twitter.com

Top Domains in Tweet in G4:
[1992] twitter.com
[83] nytimes.com
[53] who.int
[41] scmp.com
[41] youtube.com
[38] reuters.com
[36] bloomberg.com
[30] cnn.com
[30] washingtonpost.com
[23] cnbc.com

Top Domains in Tweet in G5:
[16] cbc.ca

Top Domains in Tweet in G6:
[115] twitter.com
[14] nytimes.com
[13] arcgis.com
[9] washingtonpost.com
[9] youtube.com
[5] apnews.com
[5] cdc.gov
[5] xinhuanet.com
[4] co.uk
[4] cbslocal.com

Top Domains in Tweet in G7:
[5] twitter.com
[2] t13.cl
[2] latercera.com
[1] uchile.cl

Top Domains in Tweet in G8:
[57] channelnewsasia.com
[23] gov.sg
[21] covid2019.app
[18] cdc.gov
[16] go.kr
[11] straitstimes.com
[9] twitter.com
[5] co.kr
[4] theguardian.com
[3] jamanetwork.com

Top Domains in Tweet in G9:
[6] who.int
[3] twitter.com
[3] porttada.com
[2] washingtonpost.com
[2] undp.org
[1] soychile.cl
[1] laprensagrafica.com
[1] youtube.com
[1] paho.org
[1] pscp.tv

Top Domains in Tweet in G10:
[25] twitter.com
[5] sky.com
[3] deseret.com
[1] cdc.gov
[1] tn.gov
[1] aljazeera.com
[1] talkingpointsmemo.com
[1] theguardian.com
[1] apnews.com
[1] seattletimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11840] covid19
[3438] coronavirus
[432] covidー19
[361] sars
[253] coronavirusoutbreak
[228] 2019ncov
[220] china
[200] โควิด19
[180] usa
[173] wuhan



Top Hashtags in Tweet in G1:
[1134] covid19
[224] coronavirus
[69] coronavirusoutbreak
[55] coronavirusupdates
[40] stayhome
[39] covidー19
[27] socialdistancingnow
[23] italy
[22] covidcanada
[21] westandwithitaly

Top Hashtags in Tweet in G2:
[198] covid19
[49] jabatanpenerangan
[30] sayangimalaysiaku
[28] coronavirus
[14] covidー19
[11] awaninews
[10] sihatmilikku
[10] walkthetalk
[9] awanipagi
[7] bhbisnes

Top Hashtags in Tweet in G3:
[320] covid19
[151] โควิด19
[65] จุฬาลงกรณ์
[65] cu
[63] โควิท_19
[34] หน้ากากอนามัย
[30] covidー19
[27] ไวรัสโคโรนา
[26] โควิด_19
[26] เพื่อไทย

Top Hashtags in Tweet in G4:
[550] covid19
[182] coronavirus
[32] coronavirusupdate
[31] swasthbharat
[27] mentalhealth
[22] safehands
[22] healthworkers
[18] coronaoutbreak
[17] coronavirusupdates
[14] saarcfightscorona

Top Hashtags in Tweet in G5:
[17] covid19
[10] coronavirus

Top Hashtags in Tweet in G6:
[361] covid19
[215] coronavirus
[59] wuhan
[50] coronavirusupdate
[20] demdebate
[18] wuhanpneumonia
[16] coronavirusupdates
[13] covidー19
[10] coronavirusoutbreak
[10] obama

Top Hashtags in Tweet in G7:
[49] covid19
[33] coronavirusenchile
[5] cuarentenacoronavirus
[4] covid19chile
[3] chile
[2] covidー19
[2] salud
[2] cuarentena
[2] coronaviruschile
[2] yomequedoencasa

Top Hashtags in Tweet in G8:
[298] covid19
[228] coronavirus
[60] wuhan
[58] coronavirusoutbreak
[27] coronavirussingapore
[20] 2019ncov
[16] odisha
[16] coronavirusindia
[13] covid2019
[12] wuhancoronavirus

Top Hashtags in Tweet in G9:
[282] covid19
[37] coronavirus
[23] elsalvador
[12] alertaroja
[10] encadenanacional
[9] dvytinforma
[8] alertacovid19sv
[6] loúltimolnsv
[4] sinager
[4] cadenanacional

Top Hashtags in Tweet in G10:
[166] covid19
[71] coronavirus
[14] nationaldayofprayer
[6] sarscov2
[6] socialdistancing
[5] coronavirusoutbreak
[4] canceltrump
[4] covidー19
[4] italy
[3] coronavirusupdates

Top Words
Top Words in Tweet in Entire Graph:
[19300] Words in Sentiment List#1: Positive
[22669] Words in Sentiment List#2: Negative
[135] Words in Sentiment List#3: Angry/Violent
[918206] Non-categorized Words
[960175] Total Words
[16953] #covid19
[6010] covid19
[4461] #coronavirus
[3014] amp
[2646] american

Top Words in Tweet in G1:
[1140] #covid19
[284] covid19
[229] #coronavirus
[106] people
[85] amp
[70] #coronavirusoutbreak
[65] coronavirus
[64] virus
[57] more
[55] covid

Top Words in Tweet in G2:
[1373] yg
[1219] boleh
[1061] covid19
[853] covid
[850] 19
[770] baru
[765] bukan
[762] aku
[760] siapa
[758] main

Top Words in Tweet in G3:
[1029] ย
[891] ด19
[812] #covid19
[742] #โคว
[595] ด
[561] ต
[551] ว
[522] บ
[478] ท
[415] #ไวร

Top Words in Tweet in G4:
[914] amp
[738] #covid19
[674] china
[601] more
[485] people
[470] health
[450] cases
[378] coronavirus
[356] #coronavirus
[347] one

Top Words in Tweet in G5:
[2532] american
[2532] european
[1266] co
[640] covid19
[635] work
[634] quarantine
[633] super
[633] scary
[633] yes
[633] crazy

Top Words in Tweet in G6:
[480] #covid19
[261] realdonaldtrump
[229] #coronavirus
[220] covid19
[178] amp
[173] go
[153] people
[149] deal
[147] far
[146] nation

Top Words in Tweet in G7:
[580] covid19
[576] seremisaludrm
[572] confirmado
[568] tengo
[568] viernes
[568] alemana
[568] tomado
[568] contacto
[568] conmigo
[562] casos

Top Words in Tweet in G8:
[567] #covid19
[308] more
[293] cases
[283] people
[243] weeks
[241] 50
[237] next
[237] immediately
[237] cdc
[237] events

Top Words in Tweet in G9:
[463] #covid19
[355] nayibbukele
[334] presidente
[263] casos
[161] salvador
[130] caso
[110] opsoms
[99] certifica
[98] detectados
[84] emergencia

Top Words in Tweet in G10:
[310] #covid19
[138] trump
[89] people
[84] #coronavirus
[72] young
[69] amp
[59] going
[57] covid19
[48] trial
[46] #canceltrump

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2024] covid,19
[1329] #coronavirus,#covid19
[778] work,sick
[775] #covid19,#coronavirus
[762] kg,baru
[762] 19,bukan
[762] bukan,benda
[762] benda,yg
[762] yg,boleh
[660] go,work

Top Word Pairs in Tweet in G1:
[103] #coronavirus,#covid19
[48] covid,19
[43] #covid19,#coronavirus
[31] social,distancing
[22] #covid19,#coronavirusupdates
[22] #covid19,#coronavirusoutbreak
[21] cari,amici
[21] amici,siamo
[21] siamo,voi
[21] voi,#covid19

Top Word Pairs in Tweet in G2:
[850] covid,19
[752] kg,baru
[752] 19,bukan
[752] bukan,benda
[752] benda,yg
[752] yg,boleh
[450] biar,semua
[376] kawasan,aku
[376] aku,kg
[376] baru,kl

Top Word Pairs in Tweet in G3:
[515] #โคว,ด19
[391] ด19,#covid19
[385] #ไวร,สโคโรนา
[374] #ฝ,าว
[374] าว,กฤตโคว
[374] กฤตโคว,ด19
[355] ด,วน
[348] #covid19,#ไวร
[345] หล,งม
[323] สโคโรนา,#thestandardco

Top Word Pairs in Tweet in G4:
[265] covid,19
[105] public,health
[92] hong,kong
[91] tested,positive
[87] 2019,ncov
[83] south,korea
[72] state,media
[67] health,workers
[64] confirmed,cases
[62] 153,648

Top Word Pairs in Tweet in G5:
[633] american,covid19
[633] covid19,super
[633] super,scary
[633] scary,european
[633] european,yes
[633] yes,american
[633] american,crazy
[633] crazy,expensive
[633] expensive,test
[633] test,european

Top Word Pairs in Tweet in G6:
[132] deal,covid19
[131] covid19,go
[131] go,far
[131] far,beyond
[126] thank,realdonaldtrump
[126] realdonaldtrump,leadership
[126] leadership,task
[126] task,force
[126] force,tackling
[126] tackling,national

Top Word Pairs in Tweet in G7:
[568] tengo,covid19
[568] covid19,viernes
[568] viernes,confirmado
[568] confirmado,alemana
[568] alemana,seremisaludrm
[568] seremisaludrm,tomado
[568] tomado,contacto
[568] contacto,conmigo
[558] conmigo,entorno
[556] hoy,confirmaron

Top Word Pairs in Tweet in G8:
[234] immediately,next
[231] 50,more
[231] more,people
[230] starting,immediately
[230] next,weeks
[230] weeks,cdc
[230] cdc,recommends
[230] recommends,cancelling
[230] cancelling,events
[230] events,50

Top Word Pairs in Tweet in G9:
[286] presidente,nayibbukele
[99] opsoms,certifica
[89] casos,#covid19
[78] tenemos,tener
[78] tener,seriedad
[78] seriedad,caso
[78] caso,representante
[78] representante,opsoms
[78] certifica,totalmente
[78] totalmente,casos

Top Word Pairs in Tweet in G10:
[42] young,people
[42] #covid19,#canceltrump
[27] added,revolting
[27] revolting,sycophancy
[27] sycophancy,pence
[27] pence,amp
[27] amp,others
[27] others,admin
[27] admin,trump
[27] trump,eerie

Top Replied-To
Top Replied-To in Entire Graph:
@crushthestreet
@pailewws
@badams820
@remmy81017013
@realdonaldtrump
@rjocore99
@who
@stevescully17
@grampazachary
@vilvnv

Top Replied-To in G2:
@kkmputrajaya
@zazulazman
@cibailokter

Top Replied-To in G3:
@wirojlak
@pailewws

Top Replied-To in G4:
@who
@cdcgov
@paulmozur
@ankurfr
@_ppmv
@narendramodi
@lin_manuel
@helenbranswell
@rkhamsi
@jeffsimmons

Top Replied-To in G6:
@realdonaldtrump
@berniesanders
@govpritzker
@gop
@joebiden
@potus
@glennkirschner2
@ap
@jonathanjewel
@cnn

Top Replied-To in G7:
@sebastianpinera
@caroherreros
@mikescandar
@latercera
@jmanalich

Top Replied-To in G8:
@jodigraphics15
@realdonaldtrump
@channelnewsasia
@cdcgov
@radiology_rsna
@sporemoh
@kkmputrajaya
@jama_current
@nejm
@govsingapore

Top Replied-To in G9:
@nayibbukele
@presidenciasv
@juanorlandoh
@esmeraldaayala7

Top Replied-To in G10:
@drericding
@cbwebster
@tnedu
@hmanyora
@realdonaldtrump
@marksteffjr
@tndeptofhealth
@laurie_garrett
@johnson4dallas
@blakefox4news

Top Mentioned
Top Mentioned in Entire Graph:
@seremisaludrm
@nayibbukele
@bobc7000
@sup3rk
@rkpinmo
@tdsdoctor
@teaseandseize
@4daworld
@quadboy9

Top Mentioned in G1:
@thecrankyqueer
@faaaiithh
@newsalternative
@muraimalaysia
@javafx_news
@ragsu6
@open_notebook
@bashfuladventur

Top Mentioned in G2:
@kkmputrajaya
@kuasasiswa
@jpenerangan
@myhealthkkm
@jpmgov_
@bernamadotcom
@dghisham
@dradhambaba
@rahah_ghazali
@muhyiddinyassin

Top Mentioned in G4:
@who
@narendramodi
@pmoindia
@antonioguterres
@drharshvardhan
@mohfw_india
@drtedros
@pib_india
@ashwinikchoubey
@ddnewslive

Top Mentioned in G6:
@realdonaldtrump
@joebiden
@berniesanders
@vp
@potus
@govrondesantis
@cnn
@sbagov
@academicchatter
@oregongovbrown

Top Mentioned in G7:
@seremisaludrm
@ministeriosalud
@min_ciencia
@jmanalich
@latercera
@sebastianpinera
@colmedchile
@pulso_tw
@mikescandar
@mindepchile

Top Mentioned in G8:
@cdcgov
@satyabarik
@jodigraphics15
@stlcitygov
@saintlouco
@sccmo
@madisoncountyil
@stclairhealth
@febrofirdaus
@jamesmassola

Top Mentioned in G9:
@nayibbukele
@opsoms
@asambleasv
@el_pais
@juanorlandoh
@judicaturacsj
@cifcosv
@ednaore
@policiahonduras
@asielsalvador

Top Mentioned in G10:
@thespybrief
@cityofdallas
@tndeptofhealth
@coronavirus
@chipfranklin
@wtp__2020
@govbilllee
@drdenagrayson
@topherspiro
@petersweden7

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@airtel_presence
@tomthunkitsmind
@sectest9
@detikcom
@lindaleeking
@telesurtv
@united
@littlebytesnews
@radioelshinta

Top Tweeters in G1:
@tomthunkitsmind
@ginalawriw
@only4rm
@billieo2
@alresfordbear
@furnessgirl
@heykim
@ryushiahnam
@4djt2016
@cancerbero_real

Top Tweeters in G2:
@bharianmy
@faliqfahmie
@pojiepooh
@atiqahrhm
@amirulhaziqqq
@501awani
@bernamadotcom
@pittssuda
@michellelanious
@oldkilljoy

Top Tweeters in G3:
@mijin913
@poppu365
@jnofsh
@ppntmmc
@1995_0519
@_leelek
@pparssmm
@ao_dew
@pursue_309
@looknam_tk

Top Tweeters in G4:
@airtel_presence
@carolmaewy
@traveller_makk
@timesnow
@sagenaradamuni
@jayoung1892
@aajtak
@kimpy123
@peepal59
@noadanioz

Top Tweeters in G5:
@trizld10
@blaqueliquor
@dearjudge
@alisonborealis
@nothing_exists
@byemamartinez
@abelthatsbae
@bigmanhimseif
@jesserys
@wintersgold

Top Tweeters in G6:
@tigerfists88
@homerwhite
@senseof_outrage
@joec1776
@tea_party_chris
@shirleyringuet5
@openletterbot
@cwharlow
@reuters
@superyayadize

Top Tweeters in G7:
@latercera
@ginniasa
@24horastvn
@emol
@t13
@meganoticiascl
@metrodesantiago
@sedcronica
@cnnchile
@zita_zaa

Top Tweeters in G8:
@drofdem
@channelnewsasia
@raisinaseries
@naveenbebra
@seanmaxwell
@krishnadw2017
@southgadiva
@the_hindu
@vallabhthanvi
@nomad_blcksheep

Top Tweeters in G9:
@raumunz
@el_pais
@luzpatricialeal
@charly_mancia
@elmundosv
@radio102nueve
@prensagrafica
@penchoyaida
@connie_gdl
@noticierohechos

Top Tweeters in G10:
@trump_enemy
@bronxfanatic
@disasterpastor
@kath2252
@melissajpeltier
@rockyintx
@skynews
@euridiceguerra
@waldoquinones88
@coopah


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