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COVID-19_2020-02-12_07-50-04.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
February 12, 2020
Short Description:
COVID-19 via NodeXL http://bit.ly/2wfzhtj
@who
@mthai
@501awani
@jamjari_pr
@livecrisisnews
@nytimes
@skynews
@channelnewsasia
@officialiium
@yahoonewstopics

Top hashtags:
#coronavirus
#covid19
#awaninews
#covid
#2019ncov
#china
#covid_19
#wuhan
#awani745

Description:
Description
The graph represents a network of 17,440 Twitter users whose recent tweets contained "COVID-19", 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, 12 February 2020 at 16:47 UTC.

The tweets in the network were tweeted over the 4-hour, 33-minute period from Wednesday, 12 February 2020 at 11:16 UTC to Wednesday, 12 February 2020 at 15:50 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 : 17440
Unique Edges : 18559
Edges With Duplicates : 2569
Total Edges : 21128
Number of Edge Types : 5
Retweet : 12300
Mentions : 1378
Tweet : 4340
Replies to : 1162
MentionsInRetweet : 1948
Self-Loops : 4389
Reciprocated Vertex Pair Ratio : 0.00237514844677792
Reciprocated Edge Ratio : 0.00473904096776205
Connected Components : 3377
Single-Vertex Connected Components : 2171
Maximum Vertices in a Connected Component : 10800
Maximum Edges in a Connected Component : 13816
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 6.755276
Graph Density : 5.27296721310613E-05
Modularity : 0.80116
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 17,440 Twitter users whose recent tweets contained "COVID-19", 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, 12 February 2020 at 16:47 UTC.

The tweets in the network were tweeted over the 4-hour, 33-minute period from Wednesday, 12 February 2020 at 11:16 UTC to Wednesday, 12 February 2020 at 15:50 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 : 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:
[157] https://www3.nhk.or.jp/news/html/20200212/k10012281651000.html
[137] http://www.astroawani.com/berita-dunia/harvard-pelik-indonesia-tiada-kes-covid-19-jakarta-anggap-sebagai-penghinaan-230548
[114] https://news.yahoo.co.jp/pickup/6350928
[95] https://www.gob.mx/salud/prensa/nuevo-coronavirus-comunicado-tecnico-diario-234533
[84] https://nbcnews.trib.al/mwKI4N1
[80] https://news.sky.com/story/coronavirus-how-to-avoid-catching-and-spreading-covid-19-11932158
[66] https://www.zerohedge.com/health/indias-leaders-claim-drinking-cow-urine-will-cure-covid-19
[62] https://www.thestar.com.my/news/nation/2020/02/12/covid-19-in-malaysia-be-prepared-for-wider-spread-warns-who
[56] https://www.dailymail.co.uk/news/article-7992909/Military-approves-11-COVID-19-quarantine-camps-1-000-people-major-airports.html
[53] https://trib.al/8ZBWoCa

Top URLs in Tweet in G1:
[32] https://news.sky.com/story/coronavirus-how-to-avoid-catching-and-spreading-covid-19-11932158
[31] https://www.zerohedge.com/health/indias-leaders-claim-drinking-cow-urine-will-cure-covid-19
[19] https://www.nytimes.com/2020/02/12/world/asia/coronavirus-china-covid-19.html
[15] https://www3.nhk.or.jp/news/html/20200212/k10012281651000.html
[13] https://www.bbc.com/japanese/51470319
[11] https://www.dailymail.co.uk/news/article-7992909/Military-approves-11-COVID-19-quarantine-camps-1-000-people-major-airports.html
[11] https://amazon.co.jp/dp/B00FDM8HG4
[11] https://www.zerohedge.com/geopolitical/uk-hospital-admits-worker-who-tested-positive-coronavirus-treated-small-number
[9] https://news.sky.com/story/coronavirus-outbreak-the-real-reason-why-covid-19-got-its-name-11932147
[9] https://twitter.com/i/events/1227308892536766471

Top URLs in Tweet in G2:
[123] http://www.astroawani.com/berita-dunia/harvard-pelik-indonesia-tiada-kes-covid-19-jakarta-anggap-sebagai-penghinaan-230548
[34] http://www.astroawani.com/berita-dunia/pesakit-disahkan-positif-covid-19-selepas-pulang-dari-bali-230555
[13] http://www.astroawani.com/berita-dunia/covid-19-tiga-lagi-kes-positif-di-singapura-230541
[12] http://www.astroawani.com/berita-dunia/covid-19-nama-rasmi-novel-koronavirus-230471
[5] https://www.thestar.com.my/news/nation/2020/02/12/covid-19-in-malaysia-be-prepared-for-wider-spread-warns-who#.XkP3RVG0SBo.twitter
[2] http://www.astroawani.com/berita-sukan/covid-19-perlumbaan-f1-grand-prix-shanghai-ditunda-230550
[1] http://www.astroawani.com/berita-malaysia/lapor-langsung-covid-19-angka-kematian-meningkat-kepada-1-114-228986
[1] http://www.astroawani.com/berita-dunia/virus-bertahan-9-hari-pada-tombol-pintu-pengangkutan-awam-saintis-temui-punca-covid-19-merebak-denga-230519
[1] https://www.thelancet.com/pb-assets/Lancet/pdfs/S0140673620303603.pdf
[1] https://www.thestar.com.my/news/nation/2020/02/12/covid-19-in-malaysia-be-prepared-for-wider-spread-warns-who

Top URLs in Tweet in G3:
[9] https://trib.al/MlNP7bN
[5] https://www.statnews.com/2020/02/11/disease-caused-by-the-novel-coronavirus-has-name-covid-19/
[4] https://trib.al/lDQ80jy
[3] https://twitter.com/WHO/status/1227248333871173632
[3] http://hivinfo4mm.org/a-first-posting-on-covid-19/
[3] https://noticiasenlamira.com/lm360/oms-nombra-covid-19-al-nuevo-coronavirus/
[3] https://www.tenemoslapalabra.com/internacional/1863-covid-19-el-coronavirus-ya-es-el-enemigo-publico-numero-uno-en-el-mundo
[3] https://www.who.int/docs/default-source/coronaviruse/situation-reports/20200211-sitrep-22-ncov.pdf
[3] http://healthmap.org/ln.php?6979942&promed&0
[3] http://www.worldwitness.net/2020/02/12/coronavirus-dangerous-virus-now-called-covid-19-death-toll-reaches-1100/

Top URLs in Tweet in G5:
[34] https://news.sky.com/story/coronavirus-outbreak-the-real-reason-why-covid-19-got-its-name-11932147
[32] https://news.sky.com/story/coronavirus-how-to-avoid-catching-and-spreading-covid-19-11932158
[29] http://news.sky.com/story/coronavirus-how-to-avoid-catching-and-spreading-covid-19-11932158?dcmp=snt-sf-twitter
[10] https://www.iata.org/en/pressroom/pr/2020-02-05-01/
[7] https://trib.al/DFmMVFo
[6] http://www.marketwatch.com/bulletins/redirect/go?g=78bbd37b-7d2d-4b87-a33e-cef7cfbcaf3a&siteid=bullytweet
[3] https://time.com/5782284/who-name-coronavirus-covid-19/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=world_&linkId=82166663
[3] http://www.marketwatch.com/bulletins/redirect/go?g=3340d64a-2139-47d0-97e1-5719fd622178&siteid=bullytweet
[1] https://time.com/5782633/covid-19-drug-remdesivir-china/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=health_&linkId=82186265
[1] https://time.com/5782633/covid-19-drug-remdesivir-china/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=health_&linkId=82175733

Top URLs in Tweet in G6:
[79] https://nbcnews.trib.al/mwKI4N1
[22] https://www.huffpost.com/entry/new-coronavirus-name-covid-19_n_5e42ce60c5b6f1f57f192d7f?ncid=tweetlnkushpmg00000067
[12] https://www.muyinteresante.es/salud/articulo/actualidad-el-coronavirus-de-wuhan-pasa-a-llamarse-covid-19-161581500877
[9] https://trib.al/S2FpSmJ
[8] https://www.nytimes.com/2020/02/12/world/asia/coronavirus-china-covid-19.html?referringSource=articleShare
[3] https://nbcnews.trib.al/fP8wn2n
[3] https://www.nytimes.com/2020/02/12/world/asia/coronavirus-china-covid-19.html
[2] https://nbcnews.trib.al/OWVzgOM
[2] https://www.zerohedge.com/markets/gucci-owner-kering-blames-china-virus-uncertainties
[2] https://trib.al/8jjYJNd

Top URLs in Tweet in G7:
[48] http://dlvr.it/RPtHGX
[14] http://dlvr.it/RPtBYq
[13] https://www.theguardian.com/world/2020/feb/12/what-is-coronavirus-virus-symptoms-wuhan-china-spread-infection-covid-19?CMP=twt_gu&utm_source=Twitter#Echobox=1581512200
[9] http://dlvr.it/RPt00R
[9] https://mainichi.jp/english/articles/20200212/p2g/00m/0in/002000c
[7] https://www.theguardian.com/world/2020/feb/12/what-is-coronavirus-virus-symptoms-wuhan-china-spread-infection-covid-19?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1581515803
[6] https://www.nytimes.com/2020/02/12/world/asia/coronavirus-china-covid-19.html
[5] http://dlvr.it/RPtc5K
[5] http://dlvr.it/RPtnb9
[5] http://dlvr.it/RPv1XP

Top URLs in Tweet in G8:
[16] https://gnews.org/zh-hans/111562/
[5] https://newbloommag.net/2020/02/12/coronavirus-taiwan-news/
[2] https://globalnews.ca/news/6540015/50-people-in-edmonton-in-self-imposed-quarantine-to-prevent-spreading-covid-19-coronavirus/
[2] https://khn.org/morning-breakout/china-reports-smallest-number-of-new-covid-19-cases-since-january-but-that-doesnt-mean-virus-is-peaking/
[2] https://www.ptt.cc/bbs/nCoV2019/M.1581493678.A.AE1.html
[2] https://github.com/CSSEGISandData/COVID-19
[2] http://www.rfi.fr/cn/%E4%B8%AD%E5%9B%BD/20200211-%E4%B8%96%E5%8D%AB%E5%91%BD%E5%90%8D%E6%96%B0%E5%86%A0%E7%97%85%E6%AF%92covid-19-%E7%96%AB%E8%8B%97%E6%88%96%E5%9C%A818%E4%B8%AA%E6%9C%88%E5%86%85%E5%87%BA%E7%8E%B0
[1] https://news.163.com/20/0212/12/F56GK7UQ0001899N.html
[1] https://twitter.com/mengsun17/status/1227452456856145920
[1] https://www.facebook.com/bbcnewstrad/photos/a.641092315907442/3282137431802904/?type=3&theater

Top URLs in Tweet in G9:
[28] https://www3.nhk.or.jp/news/html/20200212/k10012281651000.html
[19] https://www.rfa.org/mandarin/yataibaodao/huanjing/cl2-02112020135409.html
[10] https://www.jiji.com/jc/article?k=2020021200033&g=int
[7] https://www.nikkei.com/article/DGXMZO55503890S0A210C2000000/
[6] https://www.sankei.com/world/news/200212/wor2002120001-n1.html
[3] https://snjpn.net/archives/180177
[2] https://snjpn.net/archives/180155
[2] https://snjpn.net/archives/180158
[2] https://www.bloomberg.co.jp/news/articles/2020-02-11/Q5JPZ4T0G1L201?utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-japan&utm_content=japan&utm_medium=social&utm_source=twitter
[1] https://headlines.yahoo.co.jp/hl?a=20200212-00000005-kyodonews-soci

Top URLs in Tweet in G10:
[4] https://www.bharian.com.my/berita/nasional/2020/02/655103/covid-19-uiam-tangguh-sesi-kuliah-10-hari
[3] http://www.astroawani.com/berita-dunia/pesakit-disahkan-positif-covid-19-selepas-pulang-dari-bali-230555

Top Domains
Top Domains in Tweet in Entire Graph:
[412] twitter.com
[246] co.jp
[235] trib.al
[215] astroawani.com
[172] sky.com
[166] com.my
[165] or.jp
[159] co.uk
[131] dlvr.it
[129] youtube.com

Top Domains in Tweet in G1:
[160] twitter.com
[50] zerohedge.com
[49] co.uk
[46] co.jp
[44] youtube.com
[44] sky.com
[35] nytimes.com
[30] bbc.com
[23] channelnewsasia.com
[21] newsbitsph.com

Top Domains in Tweet in G2:
[187] astroawani.com
[6] com.my
[2] malaymail.com
[1] thelancet.com
[1] reuters.com
[1] twitter.com

Top Domains in Tweet in G3:
[19] twitter.com
[17] trib.al
[6] statnews.com
[6] who.int
[5] un.org
[4] dlvr.it
[4] youtube.com
[3] gob.es
[3] hivinfo4mm.org
[3] cnbc.com

Top Domains in Tweet in G5:
[98] sky.com
[10] iata.org
[9] marketwatch.com
[9] trib.al
[5] time.com
[4] twitter.com
[4] dlvr.it
[1] cnbc.com
[1] peakprosperity.com

Top Domains in Tweet in G6:
[99] trib.al
[22] huffpost.com
[13] nytimes.com
[12] muyinteresante.es
[3] zerohedge.com
[1] cnbc.com
[1] cnet.com
[1] astroawani.com
[1] twitter.com
[1] yahoo.com

Top Domains in Tweet in G7:
[115] dlvr.it
[21] theguardian.com
[11] indiatimes.com
[9] yahoo.com
[9] mainichi.jp
[6] nytimes.com
[6] gov.sg
[5] channelnewsasia.com
[4] co.za
[4] globalnews.ca

Top Domains in Tweet in G8:
[17] gnews.org
[5] newbloommag.net
[4] twitter.com
[2] globalnews.ca
[2] khn.org
[2] ptt.cc
[2] github.com
[2] rfi.fr
[1] 163.com
[1] facebook.com

Top Domains in Tweet in G9:
[28] or.jp
[19] rfa.org
[10] jiji.com
[8] nikkei.com
[7] snjpn.net
[6] sankei.com
[4] co.jp
[3] twitter.com
[1] anonymous-post.mobi
[1] seijichishin.com

Top Domains in Tweet in G10:
[4] com.my
[3] astroawani.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1667] coronavirus
[1453] covid19
[1176] awaninews
[614] covid
[571] 2019ncov
[320] china
[254] covid_19
[251] wuhan
[211] awani745
[190] ไวรัสโคโรน่าสายพันธุ์ใหม่2019



Top Hashtags in Tweet in G1:
[173] coronavirus
[123] covid
[117] covid19
[55] covid_19
[32] coronavirusoutbreak
[31] china
[23] who
[23] 2019ncov
[21] 新型コロナウイルス
[20] wuhan

Top Hashtags in Tweet in G2:
[1121] awaninews
[186] awani745
[2] covid19
[1] leadingtheway
[1] iium

Top Hashtags in Tweet in G3:
[335] 2019ncov
[159] coronavirus
[86] covid19
[63] covid_19
[24] africa
[20] covid
[11] china
[11] ncov2019
[9] wuhan
[8] covidー19

Top Hashtags in Tweet in G4:
[548] covid19
[185] ไวรัสโคโรน่าสายพันธุ์ใหม่2019
[3] ไวรัสโคโรนาสายพันธุ์ใหม่2019
[2] covid_19
[1] covid
[1] ไวรัสโคโรนาสายพันธ์ุใหม่2019
[1] covid2019
[1] video

Top Hashtags in Tweet in G5:
[65] coronavirus
[30] 武漢肺炎
[12] covid19
[10] airfreight
[8] 新型冠狀病毒肺炎
[8] wuhancoronavirus
[3] covid
[3] 2019ncov
[2] coronaviruschina
[2] wuhancoronavius

Top Hashtags in Tweet in G6:
[13] covid19
[9] coronavirus
[3] covid
[1] coronavirusoutbreak
[1] awaninews
[1] awani745
[1] airbnb

Top Hashtags in Tweet in G7:
[114] coronavirus
[76] covid
[33] covid19
[8] china
[6] who
[3] wuhancoronavirus
[3] coronavirusoutbreak
[2] live
[2] awaninews
[2] awani745

Top Hashtags in Tweet in G8:
[276] coronavirus
[157] china
[157] 武漢疫情
[119] wuhan
[119] covid
[16] 簡稱
[16] 武漢肺炎
[2] wuhancoronavirus
[1] wuhanvirus

Top Hashtags in Tweet in G9:
[7] covid
[7] nhk_news
[6] 新型コロナ
[6] new
[4] 新型コロナウイルス
[4] coronavirus
[4] china
[1] 新型肺炎
[1] covid19
[1] コビッド

Top Hashtags in Tweet in G10:
[35] covid19
[34] leadingtheway
[34] iium
[11] awaninews
[3] awani745

Top Words
Top Words in Tweet in Entire Graph:
[3187] Words in Sentiment List#1: Positive
[10950] Words in Sentiment List#2: Negative
[48] Words in Sentiment List#3: Angry/Violent
[478250] Non-categorized Words
[492387] Total Words
[17843] 19
[17061] covid
[5013] coronavirus
[3557] virus
[3349] #covid19

Top Words in Tweet in G1:
[2042] 19
[1962] covid
[662] coronavirus
[270] virus
[238] china
[191] disease
[173] #coronavirus
[165] name
[129] 2019
[122] #covid

Top Words in Tweet in G2:
[1254] 19
[1253] covid
[1121] #awaninews
[1121] #awani745
[944] virus
[938] bertahan
[938] hari
[938] pada
[938] tombol
[938] pintu

Top Words in Tweet in G3:
[1287] 19
[1209] covid
[667] drtedros
[661] name
[606] disease
[516] #covid19
[361] #2019ncov
[341] one
[322] breaking
[316] hyphen

Top Words in Tweet in G4:
[2010] น
[1654] ท
[1639] ว
[1636] กต
[1293] อ
[1122] ม
[1092] ง
[1090] พบระยะฟ
[925] บ
[777] 19

Top Words in Tweet in G5:
[357] 19
[241] covid
[173] coronavirus
[111] #covid19
[109] name
[96] disease
[81] 武汉肺炎
[80] 44
[80] 000
[77] 世界卫生组织将新型冠状病毒定名为covid

Top Words in Tweet in G6:
[440] coronavirus
[252] official
[247] 19
[242] covid
[236] latest
[156] updates
[155] infected
[153] beijing
[152] japanese
[152] tested

Top Words in Tweet in G7:
[307] 19
[273] cases
[226] covid
[177] china
[174] singapore
[171] more
[119] #coronavirus
[103] confirmed
[100] health
[98] total

Top Words in Tweet in G8:
[415] 19
[277] #coronavirus
[265] covid
[157] 視頻地點
[157] #china
[157] 安徽省馬鞍山市當塗縣博望區派出所
[157] 這四個年輕人網上傳播
[157] #武漢疫情
[157] 視頻
[157] 被派出所民警逮捕

Top Words in Tweet in G9:
[325] covid
[293] 19
[179] whoは
[178] 世界では英語で
[178] 武漢ウィルス
[178] と呼んでいて
[178] 中国に不名誉だからやめろ
[178] と主張
[178] 新名称
[178] だってさ

Top Words in Tweet in G10:
[542] classes
[542] gombak
[542] campus
[542] 13
[542] 23
[542] 2020
[326] covid
[326] 19
[311] #covid19
[271] postponement

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15840] covid,19
[1756] ว,น
[1176] #awaninews,#awani745
[1162] พบระยะฟ,กต
[1162] ท,ว
[1039] coronavirus,covid
[968] virus,bertahan
[968] bertahan,hari
[968] hari,pada
[968] pada,tombol

Top Word Pairs in Tweet in G1:
[1824] covid,19
[138] coronavirus,covid
[116] #covid,19
[65] coronavirus,disease
[56] named,covid
[50] corona,virus
[50] world,health
[48] name,covid
[46] 19,coronavirus
[44] novel,coronavirus

Top Word Pairs in Tweet in G2:
[1252] covid,19
[1121] #awaninews,#awani745
[938] virus,bertahan
[938] bertahan,hari
[938] hari,pada
[938] pada,tombol
[938] tombol,pintu
[938] pintu,pengangkutan
[938] saintis,temui
[938] temui,punca

Top Word Pairs in Tweet in G3:
[1203] covid,19
[332] disease,covid
[318] #2019ncov,disease
[317] 19,drtedros
[316] name,#2019ncov
[316] hyphen,one
[316] one,nine
[316] nine,covid
[314] drtedros,#covid19
[313] breaking,name

Top Word Pairs in Tweet in G4:
[1635] ว,น
[1090] พบระยะฟ,กต
[1090] ท,ว
[767] covid,19
[729] อ,ปเดต
[729] 12,02
[729] 02,2563
[558] ท,ม
[549] อ,covid
[545] ปเดต,#covid19

Top Word Pairs in Tweet in G5:
[216] covid,19
[80] 44,000
[77] 世界卫生组织将新型冠状病毒定名为covid,19
[77] 19,不过台湾中央流行疫情指挥中心表示
[77] 不过台湾中央流行疫情指挥中心表示,为方便民众理解防疫讯息
[77] 为方便民众理解防疫讯息,官方发布讯息时仍会简称为
[77] 官方发布讯息时仍会简称为,武汉肺炎
[77] 武汉肺炎,也建议媒体于报导时采用上述原则称呼
[77] 也建议媒体于报导时采用上述原则称呼,你认为哪种称呼才是合适呢
[72] disease,caused

Top Word Pairs in Tweet in G6:
[242] covid,19
[155] latest,updates
[152] japanese,official
[152] official,tested
[152] tested,positive
[152] positive,coronavirus
[152] coronavirus,surveying
[152] surveying,cruise
[152] cruise,ship
[152] ship,passengers

Top Word Pairs in Tweet in G7:
[226] covid,19
[78] #covid,19
[77] intensive,care
[74] deeply,concerning
[74] concerning,singapore
[74] singapore,cases
[74] cases,#covid
[74] 19,bringing
[74] bringing,50
[74] 50,country

Top Word Pairs in Tweet in G8:
[209] covid,19
[157] 視頻地點,#china
[157] #china,安徽省馬鞍山市當塗縣博望區派出所
[157] 安徽省馬鞍山市當塗縣博望區派出所,這四個年輕人網上傳播
[157] 這四個年輕人網上傳播,#武漢疫情
[157] #武漢疫情,視頻
[157] 視頻,被派出所民警逮捕
[157] 被派出所民警逮捕,強制寫保證書
[157] 強制寫保證書,並且必須讀出來
[157] 並且必須讀出來,認罪

Top Word Pairs in Tweet in G9:
[257] covid,19
[178] 世界では英語で,武漢ウィルス
[178] 武漢ウィルス,と呼んでいて
[178] と呼んでいて,whoは
[178] whoは,中国に不名誉だからやめろ
[178] 中国に不名誉だからやめろ,と主張
[178] と主張,新名称
[178] 新名称,covid
[178] 19,だってさ
[178] だってさ,whoはこれだけで潰す価値あるよ

Top Word Pairs in Tweet in G10:
[542] classes,gombak
[542] gombak,campus
[542] 13,23
[326] covid,19
[271] postponement,classes
[271] campus,13
[271] 23,february
[271] february,2020
[271] 2020,light
[271] light,recent

Top Replied-To
Top Replied-To in Entire Graph:
@drtedros
@who
@houtoushigen214
@melnicksergio
@yahoonewstopics
@mthai
@hunsencambodia
@pdchina
@bbcchinese
@mil_ops

Top Replied-To in G1:
@ilijasnet

Top Replied-To in G2:
@501awani
@khrazzzz
@drdzul

Top Replied-To in G3:
@drtedros
@who
@sentomcotton
@jidesanwoolu
@irrawaddynews
@meyerbjoern
@marionkoopmans
@laurie_garrett
@laurahelmuth
@thelancetinfdis

Top Replied-To in G4:
@mthai

Top Replied-To in G5:
@bbcchinese
@sophie101122
@manucanuck
@enzomazak
@liuyun2018
@zaklockman
@time
@evasiu21
@rfa_chinese
@mranti

Top Replied-To in G6:
@iheartmindy
@nbcnews
@deepanshjagotra
@henrymeteora
@ebn_elqonsol20

Top Replied-To in G7:
@channelnewsasia
@scottgottliebmd
@iwrotesham
@guardiannews

Top Replied-To in G8:
@lihongkuan
@koyehol567
@astmarcochu

Top Replied-To in G9:
@houtoushigen214
@edgetokyoj
@parlabest
@katsuyatakasu
@korosukebenary
@phoenix592018
@2jomjrxmrcromjk
@seijichishin
@p6ax3er3hqoqyny
@basshaerai

Top Mentioned
Top Mentioned in Entire Graph:
@who
@oieanimalhealth
@fao
@dramalinabakri
@drtedros
@detikhealth
@youtube
@bts_twt
@opsoms
@lsmoh

Top Mentioned in G1:
@canadalivetv
@garciacarlosrd

Top Mentioned in G2:
@dramalinabakri
@who
@501awani

Top Mentioned in G3:
@who
@drtedros
@lsmoh
@africacdc
@rd_blueprint
@un
@drmikeryan
@jidesanwoolu
@whoafro
@whowpro

Top Mentioned in G4:
@thanwa_thaipbs
@who

Top Mentioned in G5:
@skynews
@lavenllan221199
@who
@rfa_chinese
@solomonyue
@bcreality
@allysonbear
@joshuawongcf
@fight4hongkong
@nathanlawkc

Top Mentioned in G6:
@nytimes
@who
@followlasg
@cnet
@tarekfatah
@abihabib
@rania_mostafa
@muyinteresante

Top Mentioned in G7:
@juliaoftoronto
@bisouthafrica
@unmc_drkhan
@sporemoh
@who
@primerdesignltd
@nedhhs
@unmccoph
@nebraskamed
@cdcstd

Top Mentioned in G8:
@gnews202064
@brianhioe
@ding_gang
@goghoglllpr6egb

Top Mentioned in G9:
@sharenewsjapan1
@katsuyatakasu
@goruzou13
@sankei_news
@liuwangmao
@583968570
@phoenix592018
@spprojectdeputy
@c041207

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@urbandictionary
@occuworld
@kakusan_rt
@dc2net
@_mrdavidjones
@el_cooperante
@sunoticiero
@extravzla
@sumariumcom

Top Tweeters in G1:
@occuworld
@dc2net
@_mrdavidjones
@el_cooperante
@extravzla
@joseacontreras
@titrespresse
@notivagos
@jcc_news
@medicinehelp

Top Tweeters in G2:
@bawangbyte
@nanaazmi5
@jykeding
@wanfaridkamil
@nur911207
@arifsetia2013d
@sakinah_yahya
@jonginanna
@winterace_
@apeng08

Top Tweeters in G3:
@soniaerasmus
@namnamntk
@magarya
@tzdiscovery
@abc_es
@pepenature
@noticiassb1
@889noticias
@bettyb00p00
@toki_falikit

Top Tweeters in G4:
@pm2u_
@minniebest
@nookkiemu19
@coeurdelion89
@thedream_aty
@ts_youngjae333
@semarktuan
@mymildminemind
@cin_nir
@snowduck33

Top Tweeters in G5:
@marcodacostafx
@s9tmt
@my_amigouk
@serendipitysays
@leocullen4
@cheri_kentucky
@breakingnieuws1
@mdfineart
@marionste
@skynews

Top Tweeters in G6:
@twillynavy246
@pedrocantue
@akuma_river
@huffpost
@ojovene
@uk_maniax
@njdoc
@lllwry
@jim_b60
@jmhamiltonblog

Top Tweeters in G7:
@guardian
@soshilogy
@channelnewsasia
@economictimes
@moishesmom
@viriyabot
@l0b033
@s_ersea_shipsco
@zmyjcassz
@iol

Top Tweeters in G8:
@qwertyuiioasdg
@ptylovestae
@liucdp2006nyc
@wumgui
@pot11222449
@globaldefence
@vincent_wong666
@jeff_ffffff
@21darthman
@insanec0rgi

Top Tweeters in G9:
@hashimoto914
@jyunesu_
@jk55og
@koutarzz
@grandtyrant
@saab35_dagaya
@toshiya38225944
@c6120cassiopeia
@sango_jp
@nhk_news

Top Tweeters in G10:
@farraaaron
@afhamrdzn
@farhanajafri
@nazwaghazali
@zulazry
@ainseferagic
@hypersyaza
@fqamansor
@farhahfauzi
@andy_brexit


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