COVID-19, Twitter, 8/6/2020 9:56:42 AM, 232009


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COVID-19_2020-08-06_00-00-01.xlsx
COVID-19_2020-08-06_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2020
Short Description:
COVID-19 via NodeXL https://bit.ly/3fC4qrA
@realdonaldtrump
@joebiden
@nicolasmaduro
@ek7_prn
@adoraibe
@jsolomonreports
@votenickmoutos
@ronaldc75338186
@senatemajldr
@gimmeourwhback

Top hashtags:
#covid_19
#covid19
#coronavirus
#covid
#venezuela
#protegetusalud

Description:
Description
The graph represents a network of 11,534 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 August 2020 at 07:23 UTC.

The requested start date was Thursday, 06 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Monday, 03 August 2020 at 12:24 UTC to Wednesday, 05 August 2020 at 12:25 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 : 11534
Unique Edges : 6415
Edges With Duplicates : 12072
Total Edges : 18487
Number of Edge Types : 5
Retweet : 5568
MentionsInRetweet : 6534
Tweet : 3538
Mentions : 2318
Replies to : 529
Self-Loops : 3589
Reciprocated Vertex Pair Ratio : 0.00664525418097242
Reciprocated Edge Ratio : 0.0132027725822423
Connected Components : 3623
Single-Vertex Connected Components : 1082
Maximum Vertices in a Connected Component : 598
Maximum Edges in a Connected Component : 1107
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.248997
Graph Density : 6.83272378080009E-05
Modularity : 0.568414
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 11,534 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 August 2020 at 07:23 UTC.

The requested start date was Thursday, 06 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Monday, 03 August 2020 at 12:24 UTC to Wednesday, 05 August 2020 at 12:25 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 : GraphServerTwitterSearch
Graph Term : COVID-19
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:
[19] https://www.buzzfeed.com/jp/naokoiwanaga/covid-19-povidone-iodine?utm_source=dynamic&utm_campaign=bfsharetwitter
[15] https://www.newsweek.com/sweden-which-never-had-lockdown-sees-covid-19-cases-plummet-rest-europe-suffers-spike-1521626
[13] https://actualidad.rt.com/actualidad/362008-voluntarios-recibir-vacuna-rusa-covid-inmunidad
[11] https://www.jornaldacidadeonline.com.br/noticias/22182/taxa-de-letalidade-do-covid-19-despenca-no-brasil
[10] https://www.zerohedge.com/geopolitical/global-covid-19-outbreak-slowest-3-weeks-deaths-near-7-million-live-updates
[10] https://www.buzzfeed.com/jp/naokoiwanaga/covid-19-povidone-iodine
[8] https://www.newsweek.com/key-defeating-covid-19-already-exists-we-need-start-using-it-opinion-1519535
[8] https://www.forbes.com/sites/williamhaseltine/2020/07/31/new-evidence-suggests-young-children-spread-covid-19-more-efficiently-than-adults/
[8] https://www.reuters.com/article/us-health-coronavirus-iran-idUSKBN24Z1D9?taid=5f2801099139ad0001b9c19a&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[7] https://gestion.pe/peru/pequeno-rebrote-ahora-uno-de-cada-tres-peruanos-evaluados-tiene-covid-19-noticia/?ref=gesr#utm_source=facebook&utm_medium=organic&utm_campaign=notas-cerradas-rebrote

Top URLs in Tweet in G1:
[8] https://www.buzzfeed.com/jp/naokoiwanaga/covid-19-povidone-iodine
[6] https://www.buzzfeed.com/jp/naokoiwanaga/covid-19-povidone-iodine?utm_source=dynamic&utm_campaign=bfsharetwitter
[3] https://micubitas.wordpress.com/2020/08/05/covid-19-en-cuba-arreciaran-medidas-de-prevencion-y-control-en-la-habana-y-artemisa/
[2] https://tecnobitt.com/las-incertidumbres-en-torno-a-la-covid-19-aconsejan-tomar-medidas-para-preservar-la-fertilidad/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.ajc.com/politics/states-could-see-years-of-money-woes-job-losses-from-the-covid-19-recession/5QR5LK5HLZEUJFGDYBMO3ALYMM/
[2] https://www.brindisilibera.it/2020/08/03/funerali-zullo-fdi-regione-si-adegui-a-linea-ministeriale-per-consentire-normali-funerali-in-casi-di-decessi-non-dovuti-al-covid-19/
[2] https://www.politicaetc.com.br/2020/08/bolsonaro-veta-indenizacao-de-r-50-mil-a-profissionais-de-saude-vitimados-pela-covid-19/
[2] https://www.digtara.com/kabar/politik/tiga-catatan-penting-pansus-covid-19-kepada-gtpp-sumut/
[2] https://lifepetitions.com/petition/no-mandatory-vaccine-for-covid-19
[2] https://www.nzherald.co.nz/world/news/article.cfm?c_id=2&objectid=12353763

Top URLs in Tweet in G2:
[5] https://mazo4f.com/feliz-vuelta-a-casa-esto-dijo-villegas-a-los-37-trabajadores-de-vtv-recuperados-de-covid-19
[5] https://www.vtv.gob.ve/venezuela-casos-covid-05082020/
[4] https://www.vtv.gob.ve/venezuela-coordina-ops-insumos-necesarios-covid-19/
[3] https://mazo4f.com/223113
[3] https://mazo4f.com/disminuyen-casos-de-covid-19-en-nicaragua-y-ascienden-a-mas-de-dos-mil-los-recuperados
[3] https://twitter.com/i/events/1290378242965114880
[2] https://mazo4f.com/bolsonaro-veto-ley-que-preveia-ayudas-economicas-a-personal-de-salud-afectado-por-el-covid-19
[2] https://mazo4f.com/en-bolivia-crean-hornos-crematorios-moviles-para-enfrentar-aumentos-de-muertes-por-covid-19
[2] https://mazo4f.com/causa-alarma-en-uruguay-ingreso-de-camioneros-con-covid-19
[2] https://mazo4f.com/espana-contabiliza-1-mil-178-nuevos-contagios-por-covid-19-en-las-ultimas-24-horas

Top URLs in Tweet in G3:
[1] https://twitter.com/sahouraxo/status/1290730596990218240

Top URLs in Tweet in G4:
[3] https://www.tennessean.com/story/money/2020/08/03/nashville-give-10-million-rent-mortgage-help-residents-need-covid-19-strains-budgets/5574868002/
[2] https://twitter.com/jcho710/status/1282738290852954112?s=19
[2] https://www.theguardian.com/world/2020/aug/03/survivors-of-covid-19-show-increased-rate-of-psychiatric-disorders-study-finds?CMP=fb_gu&utm_medium=Social&utm_source=Facebook&fbclid=IwAR3p_CUwXXLeFHnWreiRE6ZQ_kP-OV8g9M_wVhx9sgIvrPSwCDRxBePLS-c#Echobox=1596477286
[2] http://mophep.maps.arcgis.com/apps/MapSeries/index.html?appid=8e01a5d8d8bd4b4f85add006f9e14a9d
[2] https://www.theguardian.com/world/2020/aug/03/coronavirus-world-map-which-countries-have-the-most-covid-19-cases-and-deaths
[2] https://www.inquirer.com/health/coronavirus/coronavirus-covid-19-atilis-gym-bellmawr-arrested-phil-murphy-ian-smith-frank-trumbetti-masks-20200801.html
[1] https://www.medcram.com
[1] https://swprs.org/on-the-treatment-of-covid-19/
[1] https://www.cbsnews.com/news/trump-covid-19-thousands-dying-daily-is-what-is/?ftag=CNM-00-10aab7e&linkId=96036590
[1] https://www.newsweek.com/key-defeating-covid-19-already-exists-we-need-start-using-it-opinion-1519535

Top URLs in Tweet in G5:
[4] https://www.healthline.com/health-news/even-asymptomatic-people-can-spread-covid-19-within-a-room#What-the-study-found
[3] https://www.indiatvnews.com/news/world/china-wuhan-recovered-covid-19-patients-lung-damage-639794
[3] https://www.republicworld.com/india-news/general-news/covid-19-india-conducts-more-than-6-lakh-tests-in-24-hours-for-2nd-d.html
[2] https://www.indiatv.in/health/top-6-best-6-vitamin-c-rich-foods-to-boost-immunity-and-healthy-skin-during-covid-19-suggested-by-fssai-731359
[2] https://www.republicworld.com/india-news/general-news/covid-19-india-conducting-14640-tests-per-million-2-crore-samples.html
[2] https://www.republicworld.com/india-news/general-news/indias-covid-recovery-rate-reaches-a-record-high-of-67-dot-19-percent.html
[2] https://www.businessinsider.in/india/news/kejriwal-opposes-lg-order-on-home-isolation-of-covid-19-patients/articleshow/76479228.cms
[2] https://aajtak.intoday.in/story/coronavirus-india-covid-19-cases-lucknow-varanasi-prayagraj-bareilly-1-1216726.html
[1] https://www.abplive.com/states/up-uk/up-cabinet-minister-brajesh-pathak-found-covid-19-positive-abp-ganga-1513839
[1] https://www.bhaskar.com/happylife/news/fluguard-new-covid19-drug-at-rs-35-per-tablet-sun-pharma-launches-fluguard-for-covid-treatment-127583842.html

Top URLs in Tweet in G6:
[1] https://justthenews.com/politics-policy/coronavirus/cdc-director-theres-possibility-individuals-not-diagnosed-covid-19-are
[1] https://justthenews.com/politics-policy/coronavirus/after-6-months-no-lockdown-swedish-covid-deaths-bottomed-out

Top URLs in Tweet in G7:
[8] https://www.reuters.com/article/us-health-coronavirus-iran-idUSKBN24Z1D9?taid=5f2801099139ad0001b9c19a&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://www.reuters.com/article/us-health-coronavirus-fallout-insight-idUSKBN24Z1CM?taid=5f27fd799139ad0001b9c194&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://trib.al/9arbvfk
[2] https://www.reuters.com/article/us-health-coronavirus-new-york-idUSKCN24Z2DJ?taid=5f2870589139ad0001b9c32f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/article/us-health-coronavirus-who-idUSKBN24Z1AG?taid=5f27feacf1042a00013d35fa&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://trib.al/SdpjsBi
[2] https://www.nbcnews.com/health/health-news/covid-19-children-doctors-see-link-between-virus-neurological-side-n1235501
[2] https://www.wsj.com/articles/covid-19-shuttered-more-than-1-million-small-businesses-here-is-how-five-survived-11596254424?st=urs1ub6vkvoinlq
[1] https://reut.rs/3foYimk
[1] https://trib.al/tcCyZS9

Top URLs in Tweet in G8:
[2] https://buzzap.jp/news/20200804-covid-19-yoshimura-povidone-iodine/
[1] http://www.kyoto-u.ac.jp/notice/05_news/documents/051028.htm

Top URLs in Tweet in G10:
[1] https://www.theatlantic.com/magazine/archive/2020/09/coronavirus-american-failure/614191/
[1] https://www.rollcall.com/2020/08/04/warren-asks-sec-about-insider-trading-in-trumps-kodak-pharmaceuticals-announcement/
[1] https://www.vox.com/policy-and-politics/2020/4/6/21207338/elizabeth-warren-coronavirus-covid-19-recession-depression-presidency-trump
[1] https://www.forbes.com/sites/williamhaseltine/2020/07/31/new-evidence-suggests-young-children-spread-covid-19-more-efficiently-than-adults/
[1] https://www.detroitnews.com/story/news/politics/2020/07/31/whitmer-nixes-bill-direct-covid-19-patients-away-nursing-homes/5558640002/

Top Domains
Top Domains in Tweet in Entire Graph:
[255] twitter.com
[100] theguardian.com
[99] bit.ly
[84] com.br
[66] co.uk
[47] mazo4f.com
[41] reuters.com
[39] newsweek.com
[32] youtube.com
[32] buzzfeed.com

Top Domains in Tweet in G1:
[66] twitter.com
[24] com.br
[20] theguardian.com
[16] instagram.com
[16] buzzfeed.com
[11] co.uk
[10] com.ar
[10] facebook.com
[7] youtube.com
[7] msn.com

Top Domains in Tweet in G2:
[47] mazo4f.com
[22] gob.ve
[10] bit.ly
[7] twitter.com
[4] org.ve
[2] cdc.gov
[2] pscp.tv
[2] globovision.com
[1] google.com
[1] instagram.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[5] twitter.com
[5] theguardian.com
[3] tennessean.com
[2] usatoday.com
[2] arcgis.com
[2] inquirer.com
[1] medcram.com
[1] swprs.org
[1] cbsnews.com
[1] newsweek.com

Top Domains in Tweet in G5:
[7] republicworld.com
[4] healthline.com
[3] indiatvnews.com
[2] indiatv.in
[2] businessinsider.in
[2] intoday.in
[2] twitter.com
[1] abplive.com
[1] bhaskar.com
[1] pscp.tv

Top Domains in Tweet in G6:
[2] justthenews.com

Top Domains in Tweet in G7:
[15] reuters.com
[9] wsj.com
[6] trib.al
[5] nbcnews.to
[3] nbcnews.com
[2] reut.rs
[1] senate.gov
[1] wh.gov
[1] twitter.com
[1] bit.ly

Top Domains in Tweet in G8:
[2] buzzap.jp
[1] ac.jp

Top Domains in Tweet in G10:
[1] theatlantic.com
[1] rollcall.com
[1] vox.com
[1] forbes.com
[1] detroitnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[688] covid_19
[413] covid19
[152] coronavirus
[133] covid
[58] venezuela
[43] protegetusalud
[37] 4ago
[34] regresoseguroalapatria
[31] bts
[28] ccp



Top Hashtags in Tweet in G1:
[92] covid_19
[69] covid19
[31] coronavirus
[28] covid
[9] news
[5] كورونا
[5] guestpostservice
[5] covid19nl
[5] pharma
[4] business

Top Hashtags in Tweet in G2:
[60] covid_19
[41] protegetusalud
[25] diosdadopalantevenceremos
[25] regresoseguroalapatria
[22] envideo
[21] 4ago
[21] covid
[19] atenciónysaludparatodos
[19] covid19
[16] venezuela

Top Hashtags in Tweet in G4:
[17] covid_19
[7] covid19
[3] shutyourmouth
[3] cina
[2] trumphasnoplan
[2] trumpkillsteachersandsoldiers
[2] votebiden2020
[2] australia
[2] conte
[1] endhumantrafficking

Top Hashtags in Tweet in G5:
[15] cancelcompartment
[11] covid_19
[7] postponeclat2020
[6] neetjeepostponekaro
[6] canclecompartmentexam2020
[5] cancelcompartmentexam2020
[5] letfmgserve
[4] hrdpostponejee_neet
[4] fmgepp30
[4] indianeedsfmgdoctors

Top Hashtags in Tweet in G6:
[1] covid_19
[1] maga

Top Hashtags in Tweet in G7:
[2] covid19
[2] ownspotlight
[2] wethepeople
[2] smallbiz
[2] smallbusinesses
[1] warroompandemic
[1] forcevaccinations

Top Hashtags in Tweet in G10:
[1] covid_19
[1] blm
[1] antifa

Top Words
Top Words in Tweet in Entire Graph:
[7246] covid
[7019] 19
[686] #covid_19
[412] #covid19
[403] cases
[391] country
[380] more
[376] people
[369] contra
[365] deaths

Top Words in Tweet in G1:
[902] 19
[901] covid
[92] #covid_19
[74] cases
[68] #covid19
[51] pandemic
[50] 2020
[43] coronavirus
[43] more
[42] people

Top Words in Tweet in G2:
[265] 19
[246] covid
[87] nicolasmaduro
[80] casos
[71] contra
[60] #covid_19
[41] #protegetusalud
[39] prevención
[36] venezuela
[36] vtvcanal8

Top Words in Tweet in G3:
[299] covid
[299] 19
[294] country
[294] depends
[294] imports
[294] survive
[294] officially
[294] lost
[294] main
[294] sea

Top Words in Tweet in G4:
[165] covid
[153] 19
[111] realdonaldtrump
[75] trump
[48] donald
[45] joebiden
[45] one
[39] day
[39] take
[36] threat

Top Words in Tweet in G5:
[102] क
[94] 19
[93] covid
[53] र
[52] स
[50] drrpnishank
[49] न
[38] exam
[35] म
[34] ह

Top Words in Tweet in G6:
[96] covid
[74] deaths
[72] jsolomonreports
[52] cdc
[50] 19
[46] big
[46] admission
[46] director
[46] possible
[46] recorded

Top Words in Tweet in G7:
[74] covid
[74] 19
[23] reuters
[19] nbcnews
[17] nursing
[16] trump
[13] plan
[13] home
[12] state
[12] provide

Top Words in Tweet in G8:
[36] saitoseiji
[36] これはもちろん直接covid
[36] 19に関係ある話ではないのですが
[36] ヨード系のうがい薬
[36] イソジン
[36] は水うがいに比べて風邪への予防効果が劣り
[36] うがいしないのとほぼ同じ
[36] というrctが京都大学から報告されているのは
[35] プライマリケアや保健管理の領域では有名
[34] 残念ながらブラジルから

Top Words in Tweet in G9:
[67] sûrement
[67] seul
[67] homme
[67] terre
[67] content
[67] avoir
[67] covid
[67] 19
[66] gaspardooo

Top Words in Tweet in G10:
[49] covid
[48] 19
[19] trump
[19] 000
[19] deaths
[19] rate
[18] yes
[17] hillaryclinton
[17] presidency
[17] summed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6850] covid,19
[297] 19,economic
[294] country,depends
[294] depends,imports
[294] imports,survive
[294] survive,officially
[294] officially,lost
[294] lost,main
[294] main,sea
[294] sea,port

Top Word Pairs in Tweet in G1:
[879] covid,19
[30] 19,pandemic
[30] 19,cases
[27] during,covid
[18] positive,covid
[17] #covid,19
[17] casos,covid
[16] due,covid
[15] cegah,covid
[14] contra,covid

Top Word Pairs in Tweet in G2:
[244] covid,19
[50] contra,covid
[22] 24,horas
[21] #covid,19
[20] casos,covid
[20] últimas,24
[19] lucha,contra
[19] pdte,nicolasmaduro
[18] 477,casos
[17] batalla,contra

Top Word Pairs in Tweet in G3:
[299] covid,19
[294] country,depends
[294] depends,imports
[294] imports,survive
[294] survive,officially
[294] officially,lost
[294] lost,main
[294] main,sea
[294] sea,port
[294] port,mid

Top Word Pairs in Tweet in G4:
[152] covid,19
[37] donald,trump
[35] day,one
[35] one,donald
[35] trump,downplayed
[35] downplayed,threat
[35] threat,covid
[35] 19,posed
[35] posed,ignored
[35] ignored,scientists

Top Word Pairs in Tweet in G5:
[85] covid,19
[23] cancel,compartment
[20] compartment,exam
[15] please,cancel
[13] hrdministry,drrpnishank
[12] 19,pandemic
[12] न,क
[11] 19,क
[9] स,क
[9] क,क

Top Word Pairs in Tweet in G6:
[50] covid,19
[46] big,admission
[46] admission,cdc
[46] cdc,director
[46] director,possible
[46] possible,recorded
[46] recorded,covid
[46] covid,deaths
[46] deaths,involve
[46] involve,patients

Top Word Pairs in Tweet in G7:
[74] covid,19
[13] nursing,home
[10] trump,administration
[10] administration,plan
[10] plan,provide
[10] provide,nursing
[10] home,fast
[10] fast,covid
[10] 19,testing
[10] testing,machine

Top Word Pairs in Tweet in G8:
[36] これはもちろん直接covid,19に関係ある話ではないのですが
[36] 19に関係ある話ではないのですが,ヨード系のうがい薬
[36] ヨード系のうがい薬,イソジン
[36] イソジン,は水うがいに比べて風邪への予防効果が劣り
[36] は水うがいに比べて風邪への予防効果が劣り,うがいしないのとほぼ同じ
[36] うがいしないのとほぼ同じ,というrctが京都大学から報告されているのは
[35] saitoseiji,これはもちろん直接covid
[35] というrctが京都大学から報告されているのは,プライマリケアや保健管理の領域では有名
[34] 残念ながらブラジルから,covid
[34] covid,19子宮内感染による胎児死亡5例の報告がありました

Top Word Pairs in Tweet in G9:
[67] sûrement,seul
[67] seul,homme
[67] homme,terre
[67] terre,content
[67] content,avoir
[67] avoir,covid
[67] covid,19
[66] gaspardooo,sûrement

Top Word Pairs in Tweet in G10:
[48] covid,19
[18] 19,deaths
[17] presidency,summed
[17] summed,country
[17] country,hit
[17] hit,154
[17] 154,000
[17] 000,covid
[17] deaths,jobless
[17] jobless,rate

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@cbseindia29
@drrpnishank
@joebiden
@narendramodi
@hrdministry
@matthancock
@drfahrettinkoca
@mollyjongfast
@steve19252294

Top Replied-To in G2:
@nicolasmaduro
@mippcivzla

Top Replied-To in G4:
@realdonaldtrump
@joebiden
@suzydymna
@tracey4america
@darlasito
@sentedcruz
@kamvtv
@jrobertsmith1
@laraleatrump
@_unionistparty

Top Replied-To in G5:
@cbseindia29
@hrdministry
@drrpnishank
@narendramodi
@kjoshis
@rahulkanwal
@hirenb_patel
@arvindkejriwal
@drharshvardhan
@nidhiindiatv

Top Replied-To in G6:
@porche_angel
@carkhumjonni
@ek7_prn

Top Replied-To in G7:
@reuters
@juantxocali

Top Replied-To in G8:
@syuichiao89

Top Replied-To in G10:
@randpaul
@senschumer
@nygovcuomo

Top Mentioned
Top Mentioned in Entire Graph:
@adoraibe
@nicolasmaduro
@jsolomonreports
@gaspardooo
@realdonaldtrump
@joebiden
@drrpnishank
@repkatieporter
@saitoseiji
@vtvcanal8

Top Mentioned in G1:
@tv5mondeinfo
@hemsirebey_34
@mecadomi
@bigbest44
@trinityp3
@lhchcharity
@via977fm

Top Mentioned in G2:
@nicolasmaduro
@vtvcanal8
@conelmazodando
@iaim_ve
@who
@jorgerpsuv
@drodriven2
@libertad020
@lockiby1
@mippcivzla

Top Mentioned in G3:
@adoraibe
@maikonzx

Top Mentioned in G4:
@realdonaldtrump
@joebiden
@senduckworth
@jonathanvswan
@ingrahamangle
@erictrump
@newday
@vp
@axios
@potus

Top Mentioned in G5:
@drrpnishank
@cbseindia29
@narendramodi
@hrdministry
@pmoindia
@republic
@drharshvardhan
@ddnewslive
@airnewsalerts
@indiatvnews

Top Mentioned in G6:
@jsolomonreports
@ek7_prn
@charriselane
@realdonaldtrump
@lee90328696
@porche_angel

Top Mentioned in G7:
@reuters
@nbcnews
@wsj
@senatemajldr
@revdrbarber
@staceyabrams
@usps
@housegop
@aagalloni
@fairfightaction

Top Mentioned in G8:
@saitoseiji
@francescodamil6
@buzzap_jp
@syuichiao89

Top Mentioned in G9:
@gaspardooo

Top Mentioned in G10:
@hillaryclinton
@senwarren
@georgetakei
@kodak
@barackobama
@nygovcuomo
@joebiden
@chimeracoder
@randpaul
@thedemocrats

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@la_patilla
@amazonhelp
@pulpnews
@tomthunkitsmind
@oldlady12345
@extravzla
@prinzgbemi
@lasillarota
@okezonenews

Top Tweeters in G1:
@pulpnews
@okezonenews
@informe21
@n_carvalheira
@bisniscom
@globalissuesweb
@thehallicjshow
@topinforma7
@andyvermaut
@noticiaaldia

Top Tweeters in G2:
@conelmazodando
@vtvcanal8
@maybel65
@excelsior
@drago237
@partidopsuv
@amelia74698445
@yasmi70
@zeenewsenglish
@guzmanbalbas

Top Tweeters in G3:
@jlesag
@nurfadwah
@jammin_to_jimin
@zokaasamsudin
@_bl3ssing_
@roguelikelouis
@anibbs
@xrose_daggerx
@chicyoon89
@stbtsw

Top Tweeters in G4:
@bbusa617
@rhonda_harbison
@sheindie
@tassajarard
@frackhazreveal
@libertylady44
@dailycaller
@cgduck5
@wyn1745
@tomcox60

Top Tweeters in G5:
@indiatoday
@theofficialsbi
@indiatvnews
@aajtak
@republic
@airnewsalerts
@abpnews
@pib_india
@bjp4india
@ddnewslive

Top Tweeters in G6:
@nancyl367
@jpwilloughby
@martylawson
@johnjon77706148
@kansas_sun
@magabitch123
@lidia_lidiadim
@skypilot18
@planksk03
@fionataylor999

Top Tweeters in G7:
@oldlady12345
@phillip92321
@reuters
@world_news_eng
@pppatticake
@evcoc54
@cltrotlyn
@wsj
@nbcnews
@capeannsky

Top Tweeters in G8:
@mayumeena
@minato2404
@oc11atta
@bazubaito
@itukiyuki
@morita0
@yuto052946
@syuichiao89
@pinmarch_t
@luce10wa

Top Tweeters in G9:
@toby_rn
@lahlelanaws
@douceurlunaire_
@__siya__
@anouk_clnn
@margotblsr
@mohhadzz2
@aminaa_sd
@postbadta_mere
@alexdyu14

Top Tweeters in G10:
@annathesheelf
@michaelepeters7
@ricardoharvin
@brommepamela
@nancylchapman
@herriga
@vapriestess
@therandyn9559
@tmhensley1
@babe3440