#DeltaVariant, Twitter, 6/15/2021 12:43:12 AM, 256913


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#DeltaVariant_2021-06-14_14-47-03.xlsx
#DeltaVariant_2021-06-14_14-47-03.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 15, 2021
Short Description:
#DeltaVariant via NodeXL https://bit.ly/3gnG8oY
@drericding
@nazirafzal
@erienoteerie
@borisjohnson
@erictopol
@hewitson10
@july041776
@phe_uk
@who_europe
@naphisoc

Top hashtags:
#deltavariant
#covid19
#b16172
#dontletup
#johnsonvariant
#downingstreetbriefing

Description:
Description
The graph represents a network of 13,032 Twitter users whose recent tweets contained "#DeltaVariant", 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 Tuesday, 15 June 2021 at 00:19 UTC.

The tweets in the network were tweeted over the 10-hour, 16-minute period from Monday, 14 June 2021 at 11:30 UTC to Monday, 14 June 2021 at 21:46 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 : 13032
Unique Edges : 19113
Edges With Duplicates : 7147
Total Edges : 26260
Number of Edge Types : 5
Retweet : 15160
MentionsInRetweet : 7038
Tweet : 2255
Replies to : 646
Mentions : 1161
Self-Loops : 2374
Reciprocated Vertex Pair Ratio : 0.00126794137039103
Reciprocated Edge Ratio : 0.00253267146185797
Connected Components : 1407
Single-Vertex Connected Components : 998
Maximum Vertices in a Connected Component : 10442
Maximum Edges in a Connected Component : 23183
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.751118
Graph Density : 0.000116252508126369
Modularity : 0.577645
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 13,032 Twitter users whose recent tweets contained "#DeltaVariant", 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 Tuesday, 15 June 2021 at 00:19 UTC.

The tweets in the network were tweeted over the 10-hour, 16-minute period from Monday, 14 June 2021 at 11:30 UTC to Monday, 14 June 2021 at 21:46 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 : #DeltaVariant
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:
[1605] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[1298] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[995] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[553] https://twitter.com/drericding/status/1403132149243461635
[504] https://www.cdc.gov/coronavirus/2019-ncov/variants/variant-info.html
[380] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2821%2901358-1%2Ffulltext%3Futm_campaign%3Dlancetcovid21%26utm_source%3Dtwitter%26utm_medium%3Dsocial&rc=0
[333] https://twitter.com/DrEricDing/status/1403132149243461635
[292] https://twitter.com/whcos/status/1403806817147310082
[255] https://www.washingtonpost.com/health/2021/06/14/covid-cases-vaccination-rates/
[230] https://www.washingtonpost.com/world/2021/06/14/britain-boris-johnson-coronavirus-freedom-day/

Top URLs in Tweet in G1:
[1339] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[931] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[809] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[491] https://www.cdc.gov/coronavirus/2019-ncov/variants/variant-info.html
[406] https://twitter.com/drericding/status/1403132149243461635
[221] https://www.washingtonpost.com/health/2021/06/14/covid-cases-vaccination-rates/
[195] https://www.washingtonpost.com/world/2021/06/14/britain-boris-johnson-coronavirus-freedom-day/
[118] https://twitter.com/drericding/status/1402062059890786311
[109] https://twitter.com/drericding/status/1404253027142356995
[101] https://www.youtube.com/watch?v=I2JQuziCakU


Top URLs in Tweet in G2:
[97] https://www.theguardian.com/world/2021/jun/14/pm-announces-four-week-delay-to-covid-lockdown-easing-in-england?CMP=Share_AndroidApp_Other
[18] https://www.theguardian.com/world/2021/jun/13/covid-restrictions-ease-across-europe-as-infection-rates-fall
[16] https://www.original-political-cartoon.com/
[16] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[14] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[13] https://twitter.com/drericding/status/1403132149243461635
[13] https://twitter.com/TheLastPersont2/status/1403614097338421248
[11] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[9] https://twitter.com/EmmaKennedy/status/1404497909010337796
[8] https://ca.news.yahoo.com/5-things-learned-delta-variant-160728094.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr

Top URLs in Tweet in G3:
[15] https://twitter.com/drericding/status/1404379339144245253
[10] https://twitter.com/DrEricDing/status/1404253027142356995
[10] https://twitter.com/drericding/status/1404253027142356995
[9] https://twitter.com/DrEricDing/status/1404379339144245253
[8] https://twitter.com/DrEricDing/status/1404236100764381186
[6] https://twitter.com/bob_wachter/status/1404151502864883713
[6] https://www.bbc.co.uk/news/health-57467051
[6] https://thespinalsheriff.com/
[4] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[4] https://twitter.com/drericding/status/1404236100764381186

Top URLs in Tweet in G4:
[58] https://twitter.com/Steven_Swinford/status/1403982493578113027
[25] https://ca.news.yahoo.com/5-things-learned-delta-variant-160728094.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[7] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[6] https://www.theguardian.com/world/2021/jun/14/pm-announces-four-week-delay-to-covid-lockdown-easing-in-england?CMP=Share_AndroidApp_Other
[6] https://twitter.com/dailymirror/status/1404489838372532228
[6] https://twitter.com/WistfulCass/status/1403999143014678532
[6] https://twitter.com/lbc/status/1404463519446274050
[4] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[3] https://twitter.com/dgurdasani1/status/1403293582279294983
[3] https://twitter.com/RobOHanrahan/status/1404485560312414215

Top URLs in Tweet in G5:
[344] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2821%2901358-1%2Ffulltext%3Futm_campaign%3Dlancetcovid21%26utm_source%3Dtwitter%26utm_medium%3Dsocial&rc=0
[190] https://khub.net/web/phe-national/public-library/-/document_library/v2WsRK3ZlEig/view_file/479607329?_com_liferay_document_library_web_portlet_DLPortlet_INSTANCE_v2WsRK3ZlEig_redirect=https%3A%2F%2Fkhub.net%3A443%2Fweb%2Fphe-national%2Fpublic-library%2F-%2Fdocument_library%2Fv2WsRK3ZlEig%2Fview%2F479607266
[190] https://www.nejm.org/doi/full/10.1056/NEJMc2104974?cookieSet=1
[51] https://twitter.com/drericding/status/1400746832024719360
[41] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[34] https://covid.cdc.gov/covid-data-tracker/#vaccinations
[34] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[17] https://twitter.com/editorji/status/1404267346965897216
[16] https://twitter.com/drericding/status/1403132149243461635
[11] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe

Top URLs in Tweet in G6:
[37] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[27] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[10] https://twitter.com/drericding/status/1403132149243461635
[9] https://www.usatoday.com/story/news/health/2021/06/11/new-coronavirus-delta-variant-shows-severe-symptoms-concerns-experts/7639046002/
[5] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[5] https://www.kxan.com/news/national-news/delta-variant-of-covid-19-headed-to-take-over-europe-who-says-how-much-should-the-u-s-worry/?utm_campaign=socialflow&utm_medium=referral&utm_source=t.co
[5] https://www.washingtonpost.com/world/2021/06/14/britain-boris-johnson-coronavirus-freedom-day/
[4] https://twitter.com/drericding/status/1400746832024719360
[3] https://twitter.com/drericding/status/1404236100764381186
[3] https://abc7news.com/delta-variant-covid-variants-in-us/10786774/

Top URLs in Tweet in G7:
[60] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[52] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[50] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[29] https://twitter.com/drericding/status/1403132149243461635
[21] https://twitter.com/DrEricDing/status/1403132149243461635
[15] https://www.youtube.com/watch?v=KfpOrRtlask&feature=youtu.be

[14] https://twitter.com/jburnmurdoch/status/1402351586786037763
[13] https://twitter.com/DrEricDing/status/1400745955671031813
[12] https://twitter.com/DrEricDing/status/1401124341371265024
[12] https://twitter.com/drericding/status/1403804863385985032

Top URLs in Tweet in G8:
[243] https://twitter.com/DrEricDing/status/1403132149243461635
[226] https://twitter.com/whcos/status/1403806817147310082
[107] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[59] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[52] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[48] https://twitter.com/drericding/status/1400746832024719360
[43] https://twitter.com/drericding/status/1403132149243461635
[27] https://twitter.com/drericding/status/1400748446001344512
[16] https://twitter.com/drericding/status/1403804863385985032
[10] https://twitter.com/DrEricDing/status/1404236100764381186

Top URLs in Tweet in G9:
[106] https://twitter.com/MirrorPolitics/status/1404324184206024707
[13] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[9] https://thehill.com/policy/healthcare/557799-who-official-delta-variant-poised-to-take-hold-in-europe
[7] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[2] https://twitter.com/paulrudnickny/status/1404468756051542017
[2] https://twitter.com/drericding/status/1400746832024719360
[2] https://twitter.com/drericding/status/1403804863385985032
[2] https://twitter.com/drericding/status/1403132149243461635
[1] http://www.msn.com/en-us/health/medical/doctors-in-india-are-reporting-covid-19-patients-with-gangrene-hearing-loss-and-diarrhea-but-theres-not-enough-data-to-prove-theyre-caused-by-the-delta-variant/ar-AAL1tGu?ocid=st
[1] https://www.cdc.gov/coronavirus/2019-ncov/variants/variant-info.html

Top URLs in Tweet in G10:
[121] https://twitter.com/DrEricDing/status/1404379339144245253
[65] https://www.cbc.ca/news/canada/calgary/foothills-delta-variant-outbreak-calgary-covid-1.6063802
[10] https://twitter.com/weingartende/status/1404394043342266370
[8] https://www.theguardian.com/world/2021/jun/11/delta-variant-is-linked-to-90-of-covid-cases-in-uk
[5] https://twitter.com/ndaktuell/status/1404441501443231746
[3] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2821%2901358-1%2Ffulltext%3Futm_campaign%3Dlancetcovid21%26utm_source%3Dtwitter%26utm_medium%3Dsocial&rc=0
[3] https://twitter.com/drericding/status/1403132149243461635
[3] https://twitter.com/Kpax77771/status/1404344247105511426
[2] https://twitter.com/stephie_hh/status/1404488827327193093
[2] https://twitter.com/kallmemeg/status/1403278101237448708

Top Domains
Top Domains in Tweet in Entire Graph:
[4011] twitter.com
[1769] theguardian.com
[1454] cbc.ca
[1008] thehill.com
[550] cdc.gov
[489] washingtonpost.com
[388] elsevierhealth.com
[202] khub.net
[202] nejm.org
[165] youtube.com

Top Domains in Tweet in G1:
[1361] twitter.com
[1339] theguardian.com
[1042] cbc.ca
[815] thehill.com
[497] cdc.gov
[416] washingtonpost.com
[110] youtube.com
[19] elsevierhealth.com
[9] khub.net
[9] nejm.org

Top Domains in Tweet in G2:
[145] twitter.com
[135] theguardian.com
[18] cbc.ca
[16] original-political-cartoon.com
[11] thehill.com
[8] yahoo.com
[7] washingtonpost.com
[6] co.uk
[2] newstatesman.com
[2] governmentstats.com

Top Domains in Tweet in G3:
[247] twitter.com
[38] blogspot.com
[29] co.uk
[14] theguardian.com
[14] youtube.com
[12] fiverr.com
[7] nytimes.com
[7] redbubble.com
[6] yahoo.com
[6] thespinalsheriff.com

Top Domains in Tweet in G4:
[101] twitter.com
[25] yahoo.com
[13] theguardian.com
[6] cbc.ca
[2] independentsage.org
[2] thehill.com

Top Domains in Tweet in G5:
[345] elsevierhealth.com
[190] khub.net
[190] nejm.org
[173] twitter.com
[49] cbc.ca
[37] cdc.gov
[34] theguardian.com
[21] washingtonpost.com
[11] thehill.com
[5] covidactnow.org

Top Domains in Tweet in G6:
[39] theguardian.com
[37] twitter.com
[31] cbc.ca
[9] usatoday.com
[8] thehill.com
[5] kxan.com
[5] washingtonpost.com
[3] abc7news.com
[1] cdc.gov
[1] bbc.com

Top Domains in Tweet in G7:
[326] twitter.com
[60] thehill.com
[59] cbc.ca
[53] theguardian.com
[15] youtube.com
[12] washingtonpost.com
[4] elsevierhealth.com
[1] threadreaderapp.com
[1] cdc.gov
[1] yahoo.com

Top Domains in Tweet in G8:
[661] twitter.com
[113] cbc.ca
[59] thehill.com
[53] theguardian.com
[17] washingtonpost.com
[1] cdc.gov
[1] yahoo.com
[1] elsevierhealth.com
[1] change.org

Top Domains in Tweet in G9:
[121] twitter.com
[13] theguardian.com
[9] thehill.com
[7] cbc.ca
[1] msn.com
[1] cdc.gov
[1] yahoo.com
[1] org.uk

Top Domains in Tweet in G10:
[154] twitter.com
[65] cbc.ca
[8] theguardian.com
[3] elsevierhealth.com
[2] thehill.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18558] deltavariant
[6096] covid19
[2123] b16172
[1156] dontletup
[902] johnsonvariant
[782] downingstreetbriefing
[534] lockdownextension
[405] vaccineswork
[321] johnsonhasfailedthenation
[301] india



Top Hashtags in Tweet in G1:
[6778] deltavariant
[3777] covid19
[1709] b16172
[879] dontletup
[221] vaccinate
[99] b117
[98] alphavariant
[46] demvoice1
[32] onev1
[31] wearamask

Top Hashtags in Tweet in G2:
[1356] deltavariant
[735] johnsonvariant
[282] johnsonhasfailedthenation
[233] india
[169] lockdownextension
[139] redlist
[103] covid19
[102] enoughisenough
[102] r4today
[102] uk

Top Hashtags in Tweet in G3:
[1147] deltavariant
[188] covid19
[135] lockdownextension
[67] coronavirus
[66] covid
[52] smoothlikebutter
[50] 방탄소년단
[44] cheguevara
[43] พราวมุกep9
[39] borisjohnson

Top Hashtags in Tweet in G4:
[911] deltavariant
[630] downingstreetbriefing
[50] johnsonvariant
[25] covid19
[21] indianvariant
[15] india
[13] johnsonhasfailedthenation
[11] politics
[11] lockdownextension
[10] redlist

Top Hashtags in Tweet in G5:
[953] deltavariant
[348] vaccineswork
[150] covid19
[36] dontletup
[30] b16172
[22] alphavariant
[20] b117
[17] unlockguidelines
[17] covidsecondwave
[17] covidappropriatebehaviour

Top Hashtags in Tweet in G6:
[811] deltavariant
[92] covid19
[26] dontletup
[13] b16172
[9] uk
[8] usa
[7] getvaccinated
[4] travel
[4] safetyfirst
[4] covid19uk

Top Hashtags in Tweet in G7:
[1323] deltavariant
[746] covid19
[188] b16172
[92] b117
[67] alphavariant
[43] dontletup
[8] b1351
[7] sarscov2
[5] johnsonvariant
[4] socialdistancing

Top Hashtags in Tweet in G8:
[1145] deltavariant
[256] covid19
[103] dontletup
[73] seconddose
[73] b16172
[32] alphavariant
[32] b117
[9] vaccinate
[5] downingstreetbriefing
[4] uk

Top Hashtags in Tweet in G9:
[491] deltavariant
[109] lockdownextension
[107] indianvariant
[45] आक_थू_राहुल_गांधी
[43] loser
[43] euro2020
[42] اللجنة_العليا
[39] sowoozoo
[37] restorethesnyderverse
[37] ankitalokhande

Top Hashtags in Tweet in G10:
[283] deltavariant
[130] corona
[121] impfluencer
[121] krönern
[92] delta
[69] covid
[66] impfstoff
[65] mutante
[65] calgary
[65] hospital

Top Words
Top Words in Tweet in Entire Graph:
[18676] #deltavariant
[7998] dose
[6131] #covid19
[6058] vaccinated
[4752] delta
[4559] variant
[4056] patients
[3969] vaccine
[3795] more
[3546] hospital

Top Words in Tweet in G1:
[6784] #deltavariant
[4936] dose
[3777] #covid19
[3598] vaccinated
[3040] patients
[3030] delta
[2525] variant
[2507] hospital
[2030] 16
[1995] vaccine

Top Words in Tweet in G2:
[1356] #deltavariant
[735] #johnsonvariant
[592] covid
[512] johnson
[450] india
[438] boris
[365] borisjohnson
[282] know
[282] #johnsonhasfailedthenation
[280] fault

Top Words in Tweet in G3:
[1149] #deltavariant
[190] #covid19
[154] variant
[137] #lockdownextension
[115] delta
[108] covid
[90] people
[82] vaccinated
[81] more
[67] #coronavirus

Top Words in Tweet in G4:
[911] #deltavariant
[694] bring
[680] covid
[666] india
[658] johnson
[647] boris
[634] restrictions
[631] fault
[630] #downingstreetbriefing
[628] delay

Top Words in Tweet in G5:
[986] #deltavariant
[590] variant
[429] dose
[426] hospital
[414] delta
[382] report
[357] pfizer
[350] effective
[349] thelancet
[348] #vaccineswork

Top Words in Tweet in G6:
[811] #deltavariant
[645] vaccinated
[578] still
[570] covid
[562] mask
[544] fully
[532] despite
[529] wearing
[529] being
[529] folks

Top Words in Tweet in G7:
[1627] more
[1318] #deltavariant
[878] dose
[746] #covid19
[678] vaccine
[580] severe
[533] neutralization
[532] independentsage
[523] dominant
[519] risk

Top Words in Tweet in G8:
[1146] #deltavariant
[1104] dose
[683] vaccinated
[615] doses
[525] fully
[483] whcos
[469] 12
[469] vaccine
[466] ronaldklain
[461] everyone

Top Words in Tweet in G9:
[491] #deltavariant
[401] variant
[357] covid
[193] political
[191] dangerous
[121] restrictions
[117] one
[109] #lockdownextension
[108] live
[107] keeps

Top Words in Tweet in G10:
[283] #deltavariant
[167] die
[139] patienten
[139] mitarbeiter
[136] delta
[130] selbst
[130] #corona
[125] vorbei
[124] uk
[121] wollte

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2676] 16,patients
[2558] patients,healthcare
[2232] dose,vaccinated
[1660] more,severe
[1620] 90,96
[1611] 96,#covid19
[1610] caused,#deltavariant
[1610] #deltavariant,32
[1607] delta,cases
[1607] cases,visiting

Top Word Pairs in Tweet in G1:
[2023] 16,patients
[1941] patients,healthcare
[1583] dose,vaccinated
[1349] 90,96
[1344] 96,#covid19
[1344] #deltavariant,32
[1343] #covid19,caused
[1343] caused,#deltavariant
[1343] 32,delta
[1343] delta,cases

Top Word Pairs in Tweet in G2:
[417] boris,johnson
[260] calling,#deltavariant
[252] flights,india
[243] raging,covid
[240] fuck,calling
[240] #deltavariant,know
[240] know,reason
[240] reason,re
[240] re,being
[240] being,overwhelmed

Top Word Pairs in Tweet in G3:
[68] delta,variant
[44] #deltavariant,#covid19
[43] #covid19,#deltavariant
[43] #พราวม,กep9
[38] #smoothlikebutter,#deltavariant
[36] #deltavariant,#cheguevara
[34] daily,dose
[34] #lockdownextension,#พราวม
[34] กep9,#جادة_يد_بيد
[34] #جادة_يد_بيد,#تبرع_بالدم

Top Word Pairs in Tweet in G4:
[639] boris,johnson
[622] freedom,day
[619] delay,freedom
[618] day,covid
[618] covid,restrictions
[618] restrictions,entirely
[618] entirely,fault
[618] fault,boris
[618] johnson,decided
[618] decided,bring

Top Word Pairs in Tweet in G5:
[342] published,thelancet
[341] thelancet,#deltavariant
[341] #deltavariant,experience
[341] experience,scotland
[341] scotland,#vaccineswork
[341] #vaccineswork,az
[341] az,appeared
[341] appeared,less
[341] less,effective
[341] effective,pfizer

Top Word Pairs in Tweet in G6:
[537] fully,vaccinated
[526] #deltavariant,still
[526] still,wearing
[526] wearing,mask
[526] mask,public
[526] public,despite
[526] despite,being
[526] being,fully
[526] vaccinated,covid
[526] covid,over

Top Word Pairs in Tweet in G7:
[577] more,severe
[514] vickigsp,independentsage
[499] ht,vickigsp
[487] video,part
[485] hospitalization,risk
[479] vaccine,efficacy
[478] neutralization,dose
[478] dose,enough
[477] risk,lower
[476] biggest,worry

Top Word Pairs in Tweet in G8:
[465] whcos,ronaldklain
[459] everyone,12
[329] dose,vaccinated
[302] dose,vaccine
[277] fully,vaccinated
[244] dose,isn
[244] isn,enough
[243] #deltavariant,keeps
[243] keeps,awake
[243] awake,night

Top Word Pairs in Tweet in G9:
[191] covid,variant
[191] variant,dangerous
[191] dangerous,political
[191] political,variant
[191] variant,#deltavariant
[120] covid,restrictions
[106] literally,nobody
[106] nobody,live
[106] live,under
[106] under,covid

Top Word Pairs in Tweet in G10:
[121] wollte,sagen
[121] sagen,#corona
[121] #corona,vorbei
[121] vorbei,#deltavariant
[121] #deltavariant,braucht
[121] braucht,vollständige
[121] vollständige,impfung
[121] impfung,gewissen
[121] gewissen,schutz
[121] schutz,selbst

Top Replied-To
Top Replied-To in Entire Graph:
@drericding
@stevebakerhw
@peterhotez
@cyrusshahpar46
@lkanjuk
@borisjohnson
@karl_lauterbach
@zubhaque
@bethrigby
@campbellclaret

Top Replied-To in G1:
@drericding
@marston4ca42
@peterhotez
@bostonglobe
@gavinnewsom
@cdcdirector
@avengedtruth
@lauramiers
@cdcgov
@jamesmelville

Top Replied-To in G2:
@stevebakerhw
@lkanjuk
@borisjohnson
@bethrigby
@ub5simon
@bbclaurak
@kateferguson4
@zubhaque
@educationgovuk
@believethereis

Top Replied-To in G4:
@zubhaque
@nazirafzal
@bethb1213
@drericding
@ruthier
@mirrorpolitics
@lewis_goodall
@isabell75543494
@independent_ie

Top Replied-To in G5:
@peterhotez
@kmpanthagani
@meganranney
@thelancet
@natashaloder
@laurie_garrett
@erictopol
@janehal21497242
@drsangitareddy

Top Replied-To in G6:
@erienoteerie
@wtnh
@vickinorwood28
@thelawyercraig
@kxan_news

Top Replied-To in G7:
@drericding
@luigi96300354
@globalhlthtwit
@rozkez67
@dgurdasani1
@luukkanenkatja
@natillaku
@peterhotez

Top Replied-To in G8:
@drericding
@jamesmelville
@washingtonpost
@bob_wachter
@potus
@10downingstreet
@charles_gaba
@saltylikesaline
@georgetakei
@imgrund

Top Replied-To in G9:
@ani
@drericding

Top Replied-To in G10:
@karl_lauterbach
@rlpnews
@emmavigeland
@rubberinchen
@nhsuk
@silkejaeger
@obadc
@elhotzo

Top Mentioned
Top Mentioned in Entire Graph:
@who_europe
@whcos
@independentsage
@ronaldklain
@cdcgov
@vickigsp
@who
@phe_uk
@thelancet
@borisjohnson

Top Mentioned in G1:
@who_europe
@cdcgov
@who
@whcos
@ronaldklain
@nehakhanna_07
@cdcdirector
@independentsage
@vickigsp
@drericding

Top Mentioned in G2:
@borisjohnson
@matthancock
@rishisunak
@number10press
@cmo_england
@conservatives
@hmtreasury
@gavinwilliamson
@wycombesound
@wycombetoday

Top Mentioned in G3:
@naomicrypto1
@kuwaittimesnews
@channel0014

Top Mentioned in G4:
@independentsage
@nangle_it
@drericding
@vickyfoxcroft
@damienegan
@who_europe
@vickigsp
@phe_uk
@peston
@jgforsyth

Top Mentioned in G5:
@thelancet
@phe_uk
@nejm
@who_europe
@whcos
@ronaldklain
@cdcgov
@who
@hotstonmoore
@drericding

Top Mentioned in G6:
@who_europe
@phe_uk
@whcos
@ronaldklain
@abc7newsbayarea
@mackenziemnews
@cdcgov
@who

Top Mentioned in G7:
@independentsage
@vickigsp
@who_europe
@twenseleers
@gisaid
@phe_uk
@whcos
@ronaldklain
@globalhlthtwit
@dgurdasani1

Top Mentioned in G8:
@whcos
@ronaldklain
@who_europe
@phe_uk
@drericding
@potus
@peterhotez
@cdcgov
@rwalensky
@natalie_krebs

Top Mentioned in G9:
@who_europe
@sirgrahambrady
@july041776
@phe_uk
@ani
@cdcgov
@who
@whcos
@ronaldklain
@vickigsp

Top Mentioned in G10:
@jensspahn
@peteraltmaier
@karl_lauterbach
@chrissip81
@sixtus
@regsprecher
@thelancet
@who_europe
@printi71
@drericding

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@barntiques859
@threadreaderapp
@s9tmt
@edinburghwatch
@kanekos69
@gambiste1
@delta
@independent
@billm9

Top Tweeters in G1:
@barntiques859
@s9tmt
@kanekos69
@billm9
@britpoptarts
@sddphoto
@yarosisnancy
@backstorymom1
@padakitty
@rosenchild

Top Tweeters in G2:
@cnbctv18live
@daily_express
@sandradunn1955
@dailymirror
@reuters
@roadwarrior29
@guardian
@thestephenralph
@childofalba
@spanishdan1

Top Tweeters in G3:
@mrkalman
@sorayabborges
@politiwars
@bluedgal
@calatayud7
@yrotitna
@greenurlifenow
@macharoesink
@trazlersgal
@gailtalk

Top Tweeters in G4:
@thefabledaesop
@dingabelle
@logansteven
@starsparkle_uk
@independent_ie
@sarah07909750
@bernardmceldown
@hughjaeger
@safarisara
@peradventur3

Top Tweeters in G5:
@hirameki_002
@navroopsingh_
@amyayers16
@necobone
@njdoc
@anthropic
@nasty_woman2
@upuouo
@pppatticake
@smilypapiking

Top Tweeters in G6:
@reneevoicebrand
@smilan317
@mortgageconsult
@wat_the_mell
@bethlevin
@abc7newsbayarea
@vernapolitics
@spencerkarter
@usatoday
@mrtachilles

Top Tweeters in G7:
@bannerite
@frecklesxx20
@aprylsmithts
@whirledcitizen_
@macjuanma
@visitkarte
@ateacher97
@pfanderson
@rachel_maria65
@riskalert

Top Tweeters in G8:
@thepoliticalcat
@joannecangal
@wildwillow65
@riskyliberal
@lindacollins11
@mstepczyk
@24baseballreed
@debsomewhere
@deesbarbara
@trumpwatchnews

Top Tweeters in G9:
@davidlance3
@ani
@ht4ecosocialism
@hopeeternall
@lsferguson
@southernboy954
@quangels
@vexwerewolf
@alisand3
@satiristas

Top Tweeters in G10:
@xaipe3
@arndtchristine1
@andreas__nagel
@krasmanalderey
@kazauberlehrbub
@dare_dems
@der_dude80
@apelandreas
@karstenschrder
@suzyistdaheim


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