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VaccinesWork_2021-11-28_19-19-14.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2021
Short Description:
VaccinesWork via NodeXL https://bit.ly/3E2M5kF
@eu_commission
@mommamia1217
@drpanmd
@tennesseine
@katymcconkey
@who
@gavi
@pasqualiba
@seinmunologia
@alastairmca30

Top hashtags:
#vaccineswork
#covid19
#vaccinessavelives
#vaccination
#getvaccinated
#covid
#vaccines

Description:
Description
The graph represents a network of 8,074 Twitter users whose tweets in the requested range contained "VaccinesWork", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 29 November 2021 at 03:26 UTC.

The requested start date was Monday, 29 November 2021 at 01:01 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 4-day, 11-hour, 28-minute period from Wednesday, 24 November 2021 at 13:29 UTC to Monday, 29 November 2021 at 00:58 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 : 8074
Unique Edges : 3249
Edges With Duplicates : 11897
Total Edges : 15146
Number of Edge Types : 5
Tweet : 1385
Mentions : 1517
Retweet : 5495
MentionsInRetweet : 6231
Replies to : 518
Self-Loops : 1426
Reciprocated Vertex Pair Ratio : 0.00766731643924626
Reciprocated Edge Ratio : 0.0152179520247614
Connected Components : 1272
Single-Vertex Connected Components : 661
Maximum Vertices in a Connected Component : 4764
Maximum Edges in a Connected Component : 10326
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.853898
Graph Density : 0.000118960313250089
Modularity : 0.524821
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,074 Twitter users whose tweets in the requested range contained "VaccinesWork", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 29 November 2021 at 03:26 UTC.

The requested start date was Monday, 29 November 2021 at 01:01 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 4-day, 11-hour, 28-minute period from Wednesday, 24 November 2021 at 13:29 UTC to Monday, 29 November 2021 at 00:58 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 : VaccinesWork
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:
[20] https://twitter.com/EU_Commission/status/1463119478099693571
[20] https://london.ctvnews.ca/anti-vaccine-groups-boycotting-chapman-s-ice-cream-1.5676417
[17] and
[17] https://www.mcgill.ca/oss/article/covid-19/why-its-important-vaccinate-children-against-covid
[16] https://www.science.org/doi/10.1126/science.abn2566?cookieSet=1
[14] https://immunize.ca/sites/default/files/Resource
[14] Product
[14] Uploads
[13] https://twitter.com/eu_commission/status/1463119478099693571
[13] https://www.youtube.com/watch?v=y9pr8L3oLeY


Top URLs in Tweet in G1:
[1] https://twitter.com/heidigiokos/status/1464274652252020740
[1] https://www.rte.ie/news/coronavirus/2021/1126/1263274-coronavirus-ireland-latest/
[1] https://twitter.com/truthvsagenda/status/1463033572919369731
[1] https://www.cde.ual.es/ficha/assessment-of-sars-cov-2-situation-and-projections-for-the-eu-eea-17th-update/
[1] https://twitter.com/WHO_Europe/status/1463918827876532228
[1] https://news.stv.tv/scotland/news.stv.tv/scotland/coronavirus-vaccine-saved-almost-28000-lives-in-scotland?top
[1] https://twitter.com/blaserv/status/1461349183474974725
[1] https://twitter.com/eu_commission/status/1463119478099693571

Top URLs in Tweet in G2:
[10] https://twitter.com/EU_Commission/status/1463119478099693571
[7] https://www.linkedin.com/posts/european-commission_covid19-vaccineswork-activity-6868888768070348800-YDWP
[4] https://twitter.com/eu_commission/status/1463119478099693571
[2] https://twitter.com/mianrey/status/1463255005096517634
[2] https://twitter.com/jburnmurdoch/status/1463450360161394689
[2] https://twitter.com/JeanRees10/status/1463540929583845379
[2] https://twitter.com/sailorrooscout/status/1463156992218914820
[2] https://twitter.com/nirav_mainecdc/status/1463644674862759939
[2] https://twitter.com/OfficialNcoc/status/1463677454212640770
[2] https://www.instagram.com/accounts/login/

Top URLs in Tweet in G3:
[7] https://www.gavi.org/vaccineswork/what-we-know-about-new-b11529-coronavirus-variant-so-far
[7] https://www.eurosurveillance.org/content/eurosurveillance/26/47
[5] https://www.gavi.org/vaccineswork/covax-slot-swapping-explained
[4] https://www.gavi.org/vaccineswork/we-expected-people-asthma-fare-worse-during-covid-turns-out-theyve-had-break
[4] https://www.gavi.org/vaccineswork/immune-covid-19-why-some-people-test-negative-when-everyone-around-them-testing
[4] https://www.skepticalraptor.com/skepticalraptorblog.php/fda-responses-to-foia-requests-on-covid-vaccines-not-a-conspiracy/
[4] https://www.eurosurveillance.org/content/10.2807/1560-7917.ES.2021.26.47.2101021
[3] https://www.gavi.org/vaccineswork/covax-humanitarian-buffer-explained
[3] https://www.gavi.org/vaccineswork/south-sudan-government-launches-mandatory-testing-and-vaccination
[3] https://www.gavi.org/vaccineswork/covid-19-vaccine-race

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1464746685406449665

Top URLs in Tweet in G5:
[1] https://twitter.com/beaasuargallego/status/1463218450923503624
[1] https://twitter.com/el_pais/status/1463500435575259153
[1] https://twitter.com/pablotres14/status/1463435900600340481
[1] https://twitter.com/laautonomica/status/1463587062393749511

Top URLs in Tweet in G6:
[1] https://twitter.com/uefrance/status/1463127915378483201

Top URLs in Tweet in G8:
[2] https://www.theguardian.com/global-development/2021/nov/24/the-world-finally-has-a-malaria-vaccine-now-it-must-invest-in-it
[1] https://www.businesslive.co.za/bd/national/health/2021-11-24-new-covid-19-cases-in-gauteng-top-1000-as-fourth-wave-predicted/
[1] https://twitter.com/MonicaGandhi9/status/1463731349160796162
[1] https://twitter.com/oceanwalz/status/1464207681758105605
[1] https://twitter.com/GiftoftheGivers/status/1464159129161945118
[1] https://twitter.com/gregggonsalves/status/1464547495451803649
[1] https://twitter.com/eu_commission/status/1463119478099693571
[1] https://www.gavi.org/vaccineswork/covax-slot-swapping-explained

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=YOlrNlvEiMw&feature=youtu.be

[1] https://twitter.com/i/web/status/1464814988737101826
[1] https://twitter.com/torontostar/status/1464048768630857732
[1] https://twitter.com/sciam/status/1463622342698061841
[1] https://twitter.com/covkidproject/status/1462859955556417541
[1] https://healthychildren.org/English/health-issues/conditions/COVID-19/Pages/The-Science-Behind-the-COVID-19-Vaccine-Parent-FAQs.aspx
[1] https://www.nfaap.org/sso/sso.aspx?action=gettoken&nfredirect=https://www.aap.org/en/my-account/login/SSOCheck/

Top URLs in Tweet in G10:
[10] https://www.williamquincybelle.com/2019/06/the-enemy-is-us.html
[1] https://edition.pagesuite.com/popovers/dynamic_article_popover.aspx?guid=9595d1ca-fac5-42bd-a934-1e9c6ddc4f68&v=sdk
[1] https://twitter.com/i/web/status/1464791265455874049
[1] https://twitter.com/i/web/status/1464972459627716610

Top Domains
Top Domains in Tweet in Entire Graph:
[609] twitter.com
[117] gavi.org
[34] youtube.com
[20] sorryantivaxxer.com
[20] ctvnews.ca
[17] theguardian.com
[17] mcgill.ca
[17] linkedin.com
[16] science.org
[14] immunize.ca

Top Domains in Tweet in G1:
[5] twitter.com
[1] rte.ie
[1] ual.es
[1] stv.tv

Top Domains in Tweet in G2:
[271] twitter.com
[12] linkedin.com
[11] blogspot.com
[6] theguardian.com
[5] gavi.org
[4] youtube.com
[3] cnn.com
[3] co.uk
[2] mailchi.mp
[2] nytimes.com

Top Domains in Tweet in G3:
[49] gavi.org
[42] twitter.com
[13] eurosurveillance.org
[7] everyaction.com
[6] youtube.com
[5] pressing.gr
[5] skepticalraptor.com
[3] reliefweb.int
[2] europa.eu
[2] merriam-webster.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[4] twitter.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G8:
[5] twitter.com
[2] theguardian.com
[1] co.za
[1] gavi.org

Top Domains in Tweet in G9:
[4] twitter.com
[2] youtube.com
[1] healthychildren.org
[1] nfaap.org

Top Domains in Tweet in G10:
[10] williamquincybelle.com
[2] twitter.com
[1] pagesuite.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4442] vaccineswork
[2156] covid19
[254] vaccinessavelives
[215] vaccination
[175] getvaccinated
[170] covid
[156] vaccines
[136] vaccine
[114] vaccinated
[107] covidvaccine



Top Hashtags in Tweet in G1:
[1346] covid19
[1326] vaccineswork
[3] boostershots
[2] researchgrants
[2] healthworkers
[1] covid_19
[1] vaccinessavelives
[1] getvaccinated
[1] wearamask
[1] sarscov2

Top Hashtags in Tweet in G2:
[653] vaccineswork
[145] covid19
[57] getvaccinated
[50] vaccinessavelives
[47] covid
[44] vaccinated
[26] vaccination
[26] vaccines
[24] covidiots
[24] vaccine

Top Hashtags in Tweet in G3:
[244] vaccineswork
[166] covid19
[45] yestomrvaccine
[35] covax
[35] vaccines
[35] vaccinesideeffects
[28] vaccination
[25] covid
[22] mrcampaign
[15] vaccinessavelives

Top Hashtags in Tweet in G4:
[20] vaccineswork
[12] covid19
[5] maskswork
[4] covidiots
[4] vaccinated
[4] covidvariant
[3] getvaccinated
[3] wearamask
[3] getvaccinatednow
[3] getyourbooster

Top Hashtags in Tweet in G5:
[17] vaccineswork
[6] covid19
[1] outbreaks

Top Hashtags in Tweet in G6:
[195] vaccineswork
[1] covid19

Top Hashtags in Tweet in G7:
[4] vaccineswork
[1] measlesrubella
[1] measles
[1] rubella
[1] yestomrvaccine
[1] mrcampaign
[1] quetta
[1] foreverychild

Top Hashtags in Tweet in G8:
[31] vaccineswork
[25] healthcareworkers
[21] covid19
[18] sisonke
[7] getvaccinatednow
[7] vaccinessavelives
[3] booster
[2] nevertoolatetovaccinate
[2] malaria
[2] factsmatter

Top Hashtags in Tweet in G9:
[17] vaccineswork
[6] thisisourshot
[5] callyourpediatrician
[2] coronavirus
[1] getvaccinatednow
[1] getvaccinated
[1] getvaxxed
[1] maskup
[1] wearamask
[1] vacunateya

Top Hashtags in Tweet in G10:
[16] vaccineswork
[10] covid
[5] blacklivesmatter
[5] 45lost
[5] dcstatehood
[5] voteblue
[5] endthefilibuster
[5] prstatehood
[1] fairnessdoctrine
[1] maskswork

Top Words
Top Words in Tweet in Entire Graph:
[4437] #vaccineswork
[2795] rate
[2155] #covid19
[1936] vaccination
[1453] death
[1429] data
[1424] lower
[1419] higher
[1382] eu_commission
[1380] shows

Top Words in Tweet in G1:
[2686] rate
[1356] eu_commission
[1346] vaccination
[1346] #covid19
[1343] higher
[1343] lower
[1343] death
[1326] #vaccineswork
[1316] data
[1315] shows

Top Words in Tweet in G2:
[653] #vaccineswork
[144] #covid19
[113] covid
[92] vaccinated
[67] booster
[63] vaccine
[57] #getvaccinated
[50] #vaccinessavelives
[49] vaccines
[47] #covid

Top Words in Tweet in G3:
[244] #vaccineswork
[166] #covid19
[121] gavi
[111] vaccination
[106] vaccines
[96] vaccine
[96] people
[91] children
[78] pakfightspolio
[66] pandemic

Top Words in Tweet in G4:
[588] year
[588] old
[295] two
[294] fully
[294] vaccinated
[294] kiddos
[294] sad
[294] six
[294] ten
[294] more

Top Words in Tweet in G5:
[271] vacunados
[269] científicos
[269] confirman
[269] contagian
[269] cuatro
[269] veces
[269] estudio
[269] instituto
[269] pasteur
[269] demuestra

Top Words in Tweet in G6:
[384] plus
[195] #vaccineswork
[193] vaccination
[193] uefrance
[192] données
[192] sont
[192] claires
[192] taux
[192] élevé
[192] mortalité

Top Words in Tweet in G7:
[162] vaccinated
[161] child
[160] muhammad
[160] raza
[160] little
[160] dancing
[160] hunza
[160] against
[159] sensation
[159] measles

Top Words in Tweet in G8:
[88] south
[88] africa
[88] avoid
[87] alastairmca30
[87] 4th
[87] wave
[87] coming
[87] overwhelmed
[87] healthcare
[87] system

Top Words in Tweet in G9:
[133] vaccine
[118] anti
[117] drpanmd
[112] truly
[112] crowd
[112] persistently
[112] urgently
[112] misinformed
[112] feral
[112] element

Top Words in Tweet in G10:
[31] skiermichael
[22] covid
[20] polio
[20] enemy
[16] #vaccineswork
[11] august
[10] 100
[10] years
[10] ago
[10] 10

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1491] #covid19,#vaccineswork
[1391] vaccination,rate
[1390] higher,vaccination
[1389] death,rate
[1384] lower,death
[1369] rate,#covid19
[1354] rate,lower
[1342] shows,higher
[1338] data,shows
[1328] eu_commission,data

Top Word Pairs in Tweet in G1:
[1343] higher,vaccination
[1343] vaccination,rate
[1343] lower,death
[1343] death,rate
[1334] rate,#covid19
[1313] rate,lower
[1312] data,shows
[1312] shows,higher
[1307] #covid19,#vaccineswork
[1305] eu_commission,data

Top Word Pairs in Tweet in G2:
[47] #covid19,#vaccineswork
[32] covid,19
[31] #vaccineswork,#vaccinessavelives
[17] #getvaccinated,#vaccineswork
[16] #vaccineswork,#covid19
[16] #vaccineswork,#getvaccinated
[15] booster,shot
[15] #vaccinated,#vaccineswork
[13] fully,vaccinated
[12] #vaccinessavelives,#vaccineswork

Top Word Pairs in Tweet in G3:
[31] utmost,importance
[31] importance,children
[31] children,continue
[31] continue,receive
[31] receive,recommended
[31] recommended,childhood
[31] childhood,vaccines
[31] vaccines,infectious
[31] infectious,diseases
[30] 529,#covid19

Top Word Pairs in Tweet in G4:
[588] year,old
[294] two,fully
[294] fully,vaccinated
[294] vaccinated,kiddos
[294] kiddos,sad
[294] sad,six
[294] six,year
[294] old,ten
[294] ten,year
[294] old,more

Top Word Pairs in Tweet in G5:
[269] científicos,confirman
[269] confirman,vacunados
[269] vacunados,contagian
[269] contagian,cuatro
[269] cuatro,veces
[269] veces,estudio
[269] estudio,instituto
[269] instituto,pasteur
[269] pasteur,demuestra
[268] seinmunologia,científicos

Top Word Pairs in Tweet in G6:
[192] données,sont
[192] sont,claires
[192] claires,plus
[192] plus,taux
[192] taux,vaccination
[192] vaccination,élevé
[192] élevé,plus
[192] plus,mortalité
[192] mortalité,faible
[192] faible,#vaccineswork

Top Word Pairs in Tweet in G7:
[160] muhammad,raza
[160] child,vaccinated
[160] vaccinated,against
[159] raza,little
[159] little,dancing
[159] dancing,sensation
[159] sensation,hunza
[159] hunza,child
[159] against,measles
[159] measles,rubella

Top Word Pairs in Tweet in G8:
[88] south,africa
[87] africa,4th
[87] 4th,wave
[87] wave,coming
[87] coming,avoid
[87] avoid,overwhelmed
[87] overwhelmed,healthcare
[87] healthcare,system
[87] system,necessitate
[87] necessitate,lock

Top Word Pairs in Tweet in G9:
[117] anti,vaccine
[112] truly,anti
[112] vaccine,crowd
[112] crowd,persistently
[112] persistently,urgently
[112] urgently,misinformed
[112] misinformed,feral
[112] feral,element
[112] element,antithetical
[111] drpanmd,truly

Top Word Pairs in Tweet in G10:
[10] 100,years
[10] years,ago
[10] ago,august
[10] august,10
[10] 10,1921
[10] 1921,franklin
[10] franklin,roosevelt
[10] roosevelt,stricken
[10] stricken,polio
[10] polio,polio

Top Replied-To
Top Replied-To in Entire Graph:
@nirav_mainecdc
@old_deerie
@tsince1985
@1strongrobin
@oli_g_archie
@shadyfromthe405
@lsferguson
@sjorgensten
@who
@johncornyn

Top Replied-To in G3:
@who
@thehowie
@potus
@mvankerkhove
@newsweek
@heraldtribune
@pbpost
@laurie_garrett
@stephanking
@unicef_pakistan

Top Replied-To in G5:
@rapinpla
@moussedetadeo

Top Replied-To in G8:
@miamalan
@donnedwards
@grantlaret
@bethrigby

Top Replied-To in G9:
@sinanemazi13
@norcalravine
@richardsjoann

Top Replied-To in G10:
@1strongrobin
@grandpasnarky

Top Mentioned
Top Mentioned in Entire Graph:
@eu_commission
@tennesseine
@seinmunologia
@uefrance
@unicef_pakistan
@gavi
@drpanmd
@mommamia1217
@savechildrenph
@alastairmca30

Top Mentioned in G1:
@eu_commission
@drchoueiri
@marioskaratzias
@efstathanna
@uamsseb
@darragh_ol
@sabinvaccine
@birdingbrussels
@who
@ecdc_eu

Top Mentioned in G2:
@freesillyme
@steveweatherill
@jkwalkerauthor
@drmunster
@mazhema

Top Mentioned in G3:
@gavi
@pakfightspolio
@who
@eu_health
@ecdc_eu
@gaviseth
@epipakistan
@us_fda
@whoemro
@cdcgov

Top Mentioned in G4:
@tennesseine
@rayleengale
@liberal151
@richvisotcky
@mikerivero_fl
@lwvdc

Top Mentioned in G5:
@seinmunologia
@boticariors
@lipido
@laautonomica
@pediatriabalear
@eu_commission
@algortas
@ybpcph
@noelslangen
@druizaguilera

Top Mentioned in G6:
@uefrance
@eu_commission
@jordan_challier

Top Mentioned in G7:
@unicef_pakistan
@epipakistan
@g_laryeaadjei
@unicef
@gavi
@unicefrosa
@epibalochistan
@pakfightspolio
@who

Top Mentioned in G8:
@alastairmca30
@southafricanasp
@lindagailbekker
@skyegrove
@presidencyza
@cyrilramaphosa
@gavi
@uct_news
@angie_rasmussen
@kate_l_obrien

Top Mentioned in G9:
@drpanmd
@ameracadpeds
@jenniferreich1
@gavi
@pediatricskc
@kansasaap
@sdutbreen
@eu_commission
@norcalravine

Top Mentioned in G10:
@skiermichael
@wqbelle
@1strongrobin
@tjconkster
@actmanactnow
@alcat58
@robert_pohlman
@kafi10255
@infamousresists
@sundaughter9

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@lennaleprena
@1denmadrid
@kat4obama
@united
@rjber15
@delta
@bannerite
@caligirlleftie
@chrisbrey1

Top Tweeters in G1:
@1denmadrid
@slipperyrider
@lalojimjuarez
@canisgallicus
@strategnl
@ronsupportsyou
@n_221
@lopcute
@sydesjokes
@chile7171

Top Tweeters in G2:
@justiceoutcry
@paulstewartii
@pqpolitics
@cancercurenow
@soapdemon34
@voter1vote
@visualpetronio
@christellar
@boscardin
@mhp_1776

Top Tweeters in G3:
@united
@delta
@lizditz
@4tchat
@realblack212
@dev_discourse
@npsusa
@adekleine
@adunlea
@ana_captures

Top Tweeters in G4:
@kenkircher1
@lechatnoire4
@marthalynneowe1
@sar_oso
@princessbravato
@lindacollins11
@joanisparkles
@patricklee6669
@changetocindy
@beckyrae12345

Top Tweeters in G5:
@victory091981
@egotada
@laporres
@satancucufato
@ajandradea
@marvinharris76
@varyingweion
@joanenric67joan
@vivirsinalergia
@1a31551c566e43d

Top Tweeters in G6:
@mpassy_jr
@rouqui2
@graindesable20
@peterbrownbarra
@thierrypram
@benji9025
@theystation
@thibault_am
@france13ns
@tendoctoris_

Top Tweeters in G7:
@saaadmalikk
@mu790970usman
@muhamadafzalecp
@sohailzaf
@aajeel_dars
@pak4rule1
@anjumkiani
@tahsinfatima9
@razonater
@fahaddurrani1

Top Tweeters in G8:
@lelowhatsgood
@kopanomashishi
@abramjee
@tauriqmoosa
@yamalisa
@maraenslin
@revolp
@collinsmandy
@m_az1zah
@maggsnaidu

Top Tweeters in G9:
@bannerite
@tinamorphis
@yayayarndiva
@hscampoy
@alwaysthinkhow
@ochreblue
@walkerdl
@jwomack
@shayne571
@friedrichhayek

Top Tweeters in G10:
@jfsebastian146
@betseybess
@thekoolcat01
@ps9714
@jane__eden
@cos2mwiz2
@sundaughter9
@angelus_04
@momsrod_janet
@true_blue2020


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