unvaccinated, Twitter, 9/15/2021 10:01:03 PM, 262132


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unvaccinated_2021-09-15_12-47-37.xlsx
unvaccinated_2021-09-15_12-47-37.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 15, 2021
Short Description:
unvaccinated via NodeXL https://bit.ly/3AfORkF
@lelepeche
@ikemoses
@nototyrannynow
@claudetteggibs1
@stopthatgirl7
@fordnation
@mmpadellan
@julianaspizza
@therustler83
@lizgoingon

Top hashtags:
#covid19
#unvaccinated
#wednesdaythought
#getvaccinated
#israel

Description:
Description
The graph represents a network of 20,964 Twitter users whose recent tweets contained "unvaccinated", 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, 15 September 2021 at 21:04 UTC.

The tweets in the network were tweeted over the 3-hour, 46-minute period from Wednesday, 15 September 2021 at 16:01 UTC to Wednesday, 15 September 2021 at 19:47 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 : 20964
Unique Edges : 23800
Edges With Duplicates : 3084
Total Edges : 26884
Number of Edge Types : 5
Retweet : 12558
Replies to : 4025
MentionsInRetweet : 2249
Tweet : 2887
Mentions : 5165
Self-Loops : 2956
Reciprocated Vertex Pair Ratio : 0.00817096165933375
Reciprocated Edge Ratio : 0.0162094763092269
Connected Components : 3039
Single-Vertex Connected Components : 1283
Maximum Vertices in a Connected Component : 13379
Maximum Edges in a Connected Component : 19121
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 8.031146
Graph Density : 5.10981073375726E-05
Modularity : 0.840173
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 20,964 Twitter users whose recent tweets contained "unvaccinated", 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, 15 September 2021 at 21:04 UTC.

The tweets in the network were tweeted over the 3-hour, 46-minute period from Wednesday, 15 September 2021 at 16:01 UTC to Wednesday, 15 September 2021 at 19:47 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 : unvaccinated
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:
[1339] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[1198] https://twitter.com/cliftonaduncan/status/1437788484773756929
[214] https://twitter.com/arthurcaplan/status/1438037600728764417
[208] https://twitter.com/laworfiction/status/1438139492926464007
[187] https://www.vice.com/en/article/7kvywd/unvaccinated-tiktok-purebloods-covid
[153] https://trib.al/GzxITBR
[123] https://www.healthsystemtracker.org/brief/unvaccinated-covid-patients-cost-the-u-s-health-system-billions-of-dollars/
[118] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1012644/Technical_Briefing_21.pdf
[100] https://www.cnn.com/2021/09/14/health/unvaccinated-covid-patients-treatment-cost/index.html
[86] https://www.foxnews.com/politics/psaki-stands-by-employer-vaccine-mandate-while-illegal-immigrants-remain-unvaccinated-thats-correct?utm_medium=email&utm_source=ncl_amplify&utm_campaign=20210915-icymi_psaki_stands_by_having_employer_vaccine_mandate_while_illegal_immigrants_get_a_pass&utm_content=ncl-WVP9JAaNAz&_nlid=WVP9JAaNAz&_nsid=340db4de-6253-4da3-8398-b465921e5a14

Top URLs in Tweet in G1:
[1136] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[51] https://apple.news/AE8kALzkARkuHW74_b0JTlw
[30] https://apple.news/A6L4J8BeiRLauUh5z42uleA
[29] https://twitter.com/lauramiers/status/1438185890615070720
[5] https://twitter.com/LelePeche/status/1438163939586629635
[4] https://coloradonewsline.com/2021/08/11/should-the-unvaccinated-be-denied-health-care/
[4] https://twitter.com/CNN/status/1438060288729927683
[4] https://thehill.com/policy/transportation/aviation/572035-delta-airlines-official-says-4000-unvaccinated-employees-got
[4] http://trib.al/cHYysgI
[3] https://www.washingtonpost.com/nation/2021/09/13/davy-daniel-macias-covid-19/

Top URLs in Tweet in G2:
[35] https://twitter.com/cliftonaduncan/status/1437788484773756929
[23] https://www.washingtonpost.com/opinions/2021/09/15/remaining-unvaccinated-public-should-be-considered-bad-drunken-driving/
[13] http://www.msn.com/en-us/health/medical/womans-obituary-blames-unvaccinated-for-her-covid-19-death-the-cost-was-her-life/ar-AAOtyaA?ocid=st
[9] https://www.washingtonpost.com/opinions/2021/09/15/remaining-unvaccinated-public-should-be-considered-bad-drunken-driving/?tid=ss_tw
[9] https://www.cbsnews.com/news/covid-vaccine-unvaccinated-hospital-6-billion-dollars/
[8] https://bestlifeonline.com/unvaccinated-citizenship-news/
[8] https://boingboing.net/2021/09/15/religious-vaccine-exemption-letter-to-exempt-you-from-working-near-the-unvaccinated.html?utm_source=rss&utm_medium=rss&utm_campaign=religious-vaccine-exemption-letter-to-exempt-you-from-working-near-the-unvaccinated
[8] https://www.infowars.com/posts/local-media-seeks-unvaccinated-deaths-instead-receives-thousands-of-vaccine-horror-stories/
[7] https://www.healthsystemtracker.org/brief/unvaccinated-covid-patients-cost-the-u-s-health-system-billions-of-dollars/
[6] https://www.vice.com/en/article/7kvywd/unvaccinated-tiktok-purebloods-covid

Top URLs in Tweet in G3:
[907] https://twitter.com/cliftonaduncan/status/1437788484773756929
[4] https://twitter.com/cheifsosa_/status/1438162920547012615
[1] https://twitter.com/therealistdmac/status/1438003825244258307
[1] https://twitter.com/tysaun_j/status/1438064529376567305

Top URLs in Tweet in G4:
[57] https://toronto.ctvnews.ca/mobile/ontario-mpp-to-table-bill-that-would-prevent-unvaccinated-people-from-being-fired-1.5584778
[28] https://ottawacitizen.com/news/local-news/the-ottawa-hospital-apologizes-after-revealing-names-of-unvaccinated-staff
[12] https://westernstandardonline.com/2021/09/alberta-hospitalization-risk-rates-equal-amongst-vaccinated-unvaccinated/?fbclid=IwAR1QFrNyAsqw3mO9zorUOq2y7PE28UWB6qdQVGYSSNuJN_9HeFXB9pAyx8M
[9] https://twitter.com/celliottability/status/1438144891394068483
[5] https://toronto.ctvnews.ca/ontario-mpp-to-table-bill-that-would-prevent-unvaccinated-people-from-being-fired-1.5584778
[4] https://www.ctvnews.ca/video?playlistId=1.5584492
[4] https://twitter.com/JaroGiesbrecht/status/1438198383701676037
[4] https://ottawasun.com/news/local-news/the-ottawa-hospital-apologizes-after-revealing-names-of-unvaccinated-staff/wcm/baeb8835-7e1c-4666-b15c-3f77eba36e8e
[3] https://twitter.com/eamboe/status/1437663739579285508
[2] https://twitter.com/MaajidNawaz/status/1434546831392923652

Top URLs in Tweet in G5:
[208] https://twitter.com/laworfiction/status/1438139492926464007
[112] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1012644/Technical_Briefing_21.pdf
[21] https://chriswaldburger.substack.com/p/shocking-south-african-hospital-data?r=f3g18&utm_campaign=post&utm_medium=email&utm_source=twitter
[18] https://www.telegraph.co.uk/football/2021/09/14/unvaccinated-fans-banned-premier-league-matches-covid-cases/
[10] https://www.washingtonpost.com/opinions/2021/09/03/doctors-should-be-allowed-give-priority-vaccinated-patients-when-resources-are-scarce/
[7] https://www.infowars.com/posts/local-media-seeks-unvaccinated-deaths-instead-receives-thousands-of-vaccine-horror-stories/
[5] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1016465/Vaccine_surveillance_report_-_week_36.pdf
[4] https://twitter.com/dontbetyet/status/1437800041108881409
[4] https://twitter.com/nadiavanz/status/1438128701804355584
[3] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3897733&fbclid=IwAR2rwwEAKRegLeaiJRTFXPq7yvnnm9E_gPs3D7fdiC_lP62fGxBk4wuYYIg

Top URLs in Tweet in G6:
[132] https://trib.al/GzxITBR
[109] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[64] https://www.newsweek.com/unvaccinated-man-refuses-leave-pizza-restaurant-viral-video-1629377
[40] https://twitter.com/davenewworld_2/status/1437941308509786120
[28] https://www.wistv.com/2021/09/15/sc-reports-highest-daily-total-covid-19-deaths/
[20] https://www.usatoday.com/story/news/2021/09/14/covid-kills-6-unvaccinated-members-palm-beach-county-family-3-weeks/8342222002/
[18] https://twitter.com/davenewworld_2/status/1437935948336148480
[18] https://www.mediamatters.org/coronavirus-covid-19/outdoing-biden-fox-news-will-now-require-daily-covid-19-testing-its
[8] https://www.washingtonpost.com/health/2021/09/10/moderna-most-effective-covid-vaccine-studies/
[8] https://www.healthsystemtracker.org/brief/unvaccinated-covid-patients-cost-the-u-s-health-system-billions-of-dollars/

Top URLs in Tweet in G7:
[3] https://pittsburgh.cbslocal.com/2021/09/14/pennsylvania-covid-19-breakthrough-cases-data/
[3] https://www.independent.co.uk/news/world/middle-east/covid-vaccine-israel-fourth-dose-b1915076.html
[3] https://twitter.com/erintheboss/status/1437556338276458505
[2] https://welovetrump.com/2021/09/14/watch-study-finds-fully-vaccinated-individuals-27-times-more-likely-to-develop-covid-19-symptoms-than-unvaccinated-with-natural-immunity/
[2] https://summit.news/2021/09/07/rutgers-uni-student-banned-from-taking-online-virtual-classes-because-hes-unvaccinated/
[2] https://theexpose.uk/2021/08/24/oxford-university-study-finds-fully-vaccinated-healthcare-workers-carry-251-times-viral-load-compared-to-the-unvaccinated/
[1] https://twitter.com/CMOH_Alberta/status/1437896348221652994?s=20
[1] https://pjmedia.com/instapundit/473767/
[1] https://chriswaldburger.substack.com/p/shocking-south-african-hospital-data?r=f3g18&utm_campaign=post&utm_medium=email&utm_source=twitter
[1] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1012644/Technical_Briefing_21.pdf

Top URLs in Tweet in G8:
[23] https://twitter.com/WSOnlineNews/status/1437889686475739138
[20] https://calgary.ctvnews.ca/hinshaw-says-government-knew-since-mid-august-hospital-demand-would-rise-without-provincial-intervention-1.5584542
[19] https://twitter.com/drdagly/status/1437990684472926209
[10] https://westernstandardonline.com/2021/09/alberta-hospitalization-risk-rates-equal-amongst-vaccinated-unvaccinated/
[9] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[6] https://www.youtube.com/watch?v=LUeYKEa9L5I&feature=youtu.be

[4] https://twitter.com/jamespetryk/status/1438192156515074048
[4] https://www.albertahealthservices.ca/assets/about/scn/ahs-scn-cc-critical-care-triage-executive-summary.pdf
[3] https://twitter.com/Dfildebrandt/status/1437915175147868161?s=20
[2] https://thehill.com/homenews/news/572420-six-unvaccinated-members-of-florida-family-die-of-covid-19

Top URLs in Tweet in G9:
[66] https://www.cnn.com/2021/09/14/health/unvaccinated-covid-patients-treatment-cost/index.html
[9] https://www.huffpost.com/entry/ap-us-virus-outbreak-alaska_n_61417ea6e4b00ff836f3a537
[6] http://www.cnn.com/travel/article/france-us-travelers-restriction-covid/index.html
[6] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[5] https://www.rte.ie/news/world/2021/0915/1246841-ursula-von-der-leyen/
[5] https://www.washingtonpost.com/health/2021/09/10/moderna-most-effective-covid-vaccine-studies/?tid=ss_tw
[3] https://www.cdc.gov/coronavirus
[3] https://twitter.com/LelePeche/status/1438163939586629635
[3] https://worldisraelnews.com/unvaccinated-patients-taking-up-hospital-beds-is-annoying-says-israeli-minister/
[3] https://twitter.com/DavidLWindt/status/1430574678238769161

Top URLs in Tweet in G10:
[12] https://www.theguardian.com/world/2021/sep/14/the-virus-is-painfully-real-vaccine-hesitant-people-are-dying-and-their-loved-ones-want-the-world-to-listen
[7] https://www.bbc.co.uk/news/uk-northern-ireland-58575722
[6] https://twitter.com/ebruenig/status/1437605966246260736
[6] https://twitter.com/abigailstev/status/1438145422401417217
[3] https://twitter.com/paulwaugh/status/1437790718358130698
[2] https://www.paulweiss.com/practices/litigation/employment/publications/covid-19-update-president-biden-announces-covid-19-vaccine-mandates-and-new-york-state-designates-covid-19?id=40969
[2] https://twitter.com/simonmlewis/status/1438143662173704192
[1] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1009243/Technical_Briefing_20.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[2624] twitter.com
[1340] propublica.org
[461] trib.al
[221] vice.com
[210] washingtonpost.com
[150] cnn.com
[134] gov.uk
[132] ctvnews.ca
[125] healthsystemtracker.org
[125] forbes.com

Top Domains in Tweet in G1:
[1136] propublica.org
[82] apple.news
[44] twitter.com
[6] trib.al
[4] coloradonewsline.com
[4] thehill.com
[4] washingtonpost.com
[3] yahoo.com
[3] cnn.com
[3] boingboing.net

Top Domains in Tweet in G2:
[257] twitter.com
[38] washingtonpost.com
[37] msn.com
[15] boingboing.net
[13] cbsnews.com
[11] thehill.com
[10] co.uk
[9] theguardian.com
[9] bestlifeonline.com
[8] infowars.com

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

Top Domains in Tweet in G4:
[66] ctvnews.ca
[29] twitter.com
[28] ottawacitizen.com
[12] westernstandardonline.com
[4] ottawasun.com
[2] publichealthontario.ca
[2] mercurynews.com
[2] jpost.com
[2] nih.gov
[2] rebelnews.com

Top Domains in Tweet in G5:
[225] twitter.com
[117] gov.uk
[21] substack.com
[18] co.uk
[11] washingtonpost.com
[7] infowars.com
[3] ssrn.com
[2] thetruedefender.com
[2] news5cleveland.com
[1] summit.news

Top Domains in Tweet in G6:
[134] trib.al
[109] propublica.org
[69] twitter.com
[65] newsweek.com
[28] wistv.com
[20] usatoday.com
[18] mediamatters.org
[12] washingtonpost.com
[8] healthsystemtracker.org
[5] elsevierhealth.com

Top Domains in Tweet in G7:
[5] twitter.com
[3] cbslocal.com
[3] co.uk
[2] welovetrump.com
[2] summit.news
[2] theexpose.uk
[1] pjmedia.com
[1] substack.com
[1] gov.uk

Top Domains in Tweet in G8:
[61] twitter.com
[21] ctvnews.ca
[10] westernstandardonline.com
[9] propublica.org
[6] youtube.com
[4] albertahealthservices.ca
[2] thehill.com
[2] cbc.ca
[2] americasfrontlinedoctors.org
[1] vice.com

Top Domains in Tweet in G9:
[72] cnn.com
[16] twitter.com
[9] huffpost.com
[6] cdc.gov
[6] propublica.org
[5] rte.ie
[5] washingtonpost.com
[3] worldisraelnews.com
[3] boingboing.net
[2] reuters.com

Top Domains in Tweet in G10:
[17] twitter.com
[12] theguardian.com
[7] co.uk
[2] paulweiss.com
[1] gov.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[587] covid19
[244] unvaccinated
[214] wednesdaythought
[142] getvaccinated
[130] israel
[129] covid19ab
[105] vaccinated
[98] covid19sk
[79] phs
[72] onpoli



Top Hashtags in Tweet in G1:
[5] getvaccinated
[4] wearamask
[3] stopthespreadofcovid
[2] antivaxxers
[2] covidiotes
[2] unvaccinated
[1] wednesdaythought
[1] growup

Top Hashtags in Tweet in G2:
[33] unvaccinated
[31] covid19
[12] smartnews
[10] covid
[7] vaccine
[7] getvaccinated
[6] vaccinated
[6] news
[5] getvaccinatednow
[5] antivaxxers

Top Hashtags in Tweet in G4:
[64] onpoli
[62] cdnpoli
[6] covid
[4] unvaccinated
[4] backwardsforeveryone
[3] hate
[3] resist
[3] vaccinepassport
[3] elxn44
[3] ppc

Top Hashtags in Tweet in G5:
[107] unvaccinated
[84] vaccinated
[75] covid19
[73] phs
[57] think
[38] hospitalisations
[22] cases
[19] novaccinepassport
[18] boycott
[18] vaccinepassports

Top Hashtags in Tweet in G6:
[52] covid19
[25] vaccine
[22] pleasegetvaccinated
[22] teamhalo
[12] scsenatemedicalaffairs
[9] mtnews
[6] unvaccinated
[5] vaccineequitynow
[3] truth2voice
[3] wednesdaythought

Top Hashtags in Tweet in G7:
[4] covidtyrants
[3] covid19
[3] elxn44
[2] israel
[1] vaccinated
[1] unvaccinated
[1] phs
[1] covidisreal
[1] getvaccinated

Top Hashtags in Tweet in G8:
[120] covid19ab
[95] covid19sk
[32] ableg
[27] abpoli
[7] safeenoughab
[4] bcpoli
[4] covidab
[4] unvaccinated
[3] shandemic
[2] resignkenney

Top Hashtags in Tweet in G9:
[12] covid19
[10] getvaccinated
[6] soteu
[3] deltavariant
[3] covid_19
[2] liftthetravelban
[2] markedbycovid
[2] antivaxxers
[2] vaccinessavelives
[2] healthcare

Top Hashtags in Tweet in G10:
[3] covid19
[2] covid_19
[2] unvaccinated
[2] iamnotaredneck
[2] covid19vaccination
[2] covid19legalupdate
[1] thecommongood

Top Words
Top Words in Tweet in Entire Graph:
[18940] unvaccinated
[6562] covid
[5358] people
[4971] vaccinated
[2473] patients
[2083] hospital
[2078] vaccine
[1932] more
[1862] others
[1772] days

Top Words in Tweet in G1:
[1394] unvaccinated
[1256] covid
[1225] patients
[1145] overwhelmed
[1141] 12
[1141] year
[1140] others
[1139] wait
[1139] waiting
[1138] old

Top Words in Tweet in G2:
[1255] unvaccinated
[431] covid
[399] vaccinated
[339] people
[153] 19
[138] vaccine
[109] more
[106] cost
[92] others
[88] obituary

Top Words in Tweet in G3:
[1461] unvaccinated
[897] crazy
[129] ikemoses
[44] still
[39] light
[39] dark
[39] faux
[39] rich
[39] poor
[39] house

Top Words in Tweet in G4:
[691] unvaccinated
[346] people
[216] vaccinated
[162] heard
[152] being
[143] vaccine
[139] hospitals
[130] health
[125] covid
[118] fordnation

Top Words in Tweet in G5:
[654] unvaccinated
[447] health
[432] vaccinated
[368] people
[294] more
[292] don
[252] higher
[251] vaccine
[227] give
[224] one

Top Words in Tweet in G6:
[511] unvaccinated
[336] covid
[155] people
[143] hospital
[138] public
[134] remaining
[134] driving
[133] opinion
[133] considered
[133] bad

Top Words in Tweet in G7:
[615] people
[504] unvaccinated
[230] medical
[228] treatment
[227] tell
[219] wife
[218] work
[216] face
[215] colleagues
[215] refused

Top Words in Tweet in G8:
[523] unvaccinated
[196] wave
[174] 4th
[172] responsibility
[120] #covid19ab
[120] people
[104] kids
[95] #covid19sk
[92] pandemic
[92] failure

Top Words in Tweet in G9:
[406] unvaccinated
[145] covid
[98] people
[94] vaccinated
[88] patients
[87] hospitalized
[87] over
[85] vaccine
[85] data
[76] last

Top Words in Tweet in G10:
[447] full
[419] unvaccinated
[390] people
[269] covid
[242] vaccinated
[230] icu
[223] again
[223] please
[222] time
[222] different

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2144] unvaccinated,people
[1835] unvaccinated,covid
[1709] covid,patients
[1483] affect,others
[1446] year,old
[1437] covid,19
[1366] 12,year
[1283] overwhelmed,unvaccinated
[1268] decision,vaccinate
[1267] wait,hours

Top Word Pairs in Tweet in G1:
[1199] unvaccinated,covid
[1194] covid,patients
[1143] overwhelmed,unvaccinated
[1137] affect,others
[1136] 12,year
[1136] year,old
[1136] old,appendicitis
[1136] appendicitis,overwhelmed
[1136] patients,wait
[1136] wait,hours

Top Word Pairs in Tweet in G2:
[152] covid,19
[146] unvaccinated,people
[66] unvaccinated,covid
[61] vaccinated,infected
[59] cost,life
[58] candace,ayers'
[58] ayers',obituary
[58] obituary,vaccinated
[58] infected,others
[58] others,chose

Top Word Pairs in Tweet in G3:
[897] unvaccinated,crazy
[76] unvaccinated,unvaccinated
[39] ikemoses,light
[39] light,unvaccinated
[39] unvaccinated,dark
[39] dark,unvaccinated
[39] unvaccinated,faux
[39] faux,unvaccinated
[39] unvaccinated,rich
[39] rich,unvaccinated

Top Word Pairs in Tweet in G4:
[120] unvaccinated,people
[88] primary,care
[76] hospitals,unvaccinated
[72] heard,reliable
[72] reliable,sources
[72] sources,10
[72] 10,30
[72] 30,staff
[72] staff,local
[72] local,hospitals

Top Word Pairs in Tweet in G5:
[208] dear,professor
[208] professor,whitty
[208] whitty,cmo_england
[208] cmo_england,hope
[208] hope,noticed
[208] noticed,world
[208] world,health
[208] health,organisation
[208] organisation,seem
[208] seem,side

Top Word Pairs in Tweet in G6:
[134] remaining,unvaccinated
[134] unvaccinated,people
[133] opinion,remaining
[133] unvaccinated,public
[133] public,considered
[133] considered,bad
[133] bad,drunken
[133] drunken,driving
[132] driving,leana
[132] leana,wen

Top Word Pairs in Tweet in G7:
[234] unvaccinated,people
[228] medical,treatment
[215] work,colleagues
[215] colleagues,tell
[215] tell,face
[215] face,unvaccinated
[215] people,wife
[215] wife,refused
[215] refused,medical
[215] treatment,people

Top Word Pairs in Tweet in G8:
[173] 4th,wave
[90] pandemic,unvaccinated
[86] term,pandemic
[86] unvaccinated,irks
[86] irks,deliberately
[86] deliberately,shifts
[86] shifts,blame
[86] blame,responsibility
[86] responsibility,4th
[86] wave,individuals

Top Word Pairs in Tweet in G9:
[80] unvaccinated,covid
[78] covid,patients
[68] hospitalized,unvaccinated
[66] analysis,preventable
[66] preventable,costs
[66] costs,treating
[66] treating,hospitalized
[66] patients,reached
[66] reached,estimated
[66] estimated,billion

Top Word Pairs in Tweet in G10:
[228] unvaccinated,people
[225] icu,full
[224] full,unvaccinated
[223] full,covid
[223] please,vaccinated
[222] covid,again
[222] again,time
[222] time,different
[222] different,full
[222] people,strongly

Top Replied-To
Top Replied-To in Entire Graph:
@ikemoses
@laurenmcc777
@cliftonaduncan
@lelepeche
@ahs_media
@_coconono_
@repthomasmassie
@nototyrannynow
@washingtonpost
@jim_jordan

Top Replied-To in G1:
@lelepeche
@brontyman
@pminn76
@suzeqknits
@politicussarah
@melissajpeltier
@lise_de_v
@otepofficial
@nealrogers
@ibda14u

Top Replied-To in G3:
@ikemoses
@dubya314
@__buddy0
@yemitula
@cliftonaduncan
@jaynoir_

Top Replied-To in G4:
@laurenmcc777
@fordnation
@justintrudeau
@annaworonko79
@kamalaharris
@mikewexit
@canmericanized
@kwadwo777
@perpetualfinn
@jccfcanada

Top Replied-To in G5:
@suzseddon
@odobehave
@thirdtimeluck15
@disabledjourno
@oudekaas3
@zombiesgtsean
@sql_canuck
@therustler83
@dmaudsley
@ashl3y1234

Top Replied-To in G6:
@washingtonpost
@mikeloftus_
@vaxxedandproud
@davenewworld_2
@joecorsi6
@psy_klops
@doctorow
@lisalsong
@miacoming
@synapticrelease

Top Replied-To in G7:
@nototyrannynow
@gillianmckeith
@realchasegeiser
@hookeygolfer
@christi46847375
@lozzafox
@martyupnorth_
@davidja50494872
@wmalnews
@chris96697796

Top Replied-To in G8:
@ahs_media
@paulhinmanwipa
@jamespetryk
@cmoh_alberta
@ubakaogbogu
@rachelnotley
@awong37
@lelepeche
@cjbowden1
@jvipondmd

Top Replied-To in G9:
@occupydemocrats
@kylegriffin1
@meidastouch
@govkathyhochul
@tribelaw
@rbreich
@rwmalonemd
@andrewnoymer
@nycmayor
@numbers28

Top Replied-To in G10:
@benatipsosmori
@lizgoingon
@mikegalsworthy
@llanesmerle
@cmalmstrom14
@mustbethejanay
@oziz11

Top Mentioned
Top Mentioned in Entire Graph:
@cmo_england
@fordnation
@propublica
@samwangphd
@julianaspizza
@justintrudeau
@stevegellerfl
@sunsentinel
@cnn
@drleanawen

Top Mentioned in G1:
@stonekettle
@newslineco
@blndvmpyr
@sellsworth1963
@yahoo
@chadmbriggs
@brontyman
@pamaladalrympl2
@bblock29
@jjohnsonlaw

Top Mentioned in G2:
@ajbcsurveys
@robhoey

Top Mentioned in G3:
@vettepassby35
@zellieimani
@ikemoses
@writtenbyhanna
@nechelle_iyanna
@ryan_deem
@earleinthemorn
@cherriesr1
@jajaphd
@sheilakari

Top Mentioned in G4:
@fordnation
@justintrudeau
@kkirkup
@malyndahale
@timhortons
@andreahorwath
@keepfree6
@kwadwo777
@annaworonko79
@adriandix

Top Mentioned in G5:
@cmo_england
@premierleague
@darranmarshall
@p_h_s_official
@nick_the_geek78
@tonyhinton2016
@suzseddon
@longlivethanos
@gerbrak
@mickingong

Top Mentioned in G6:
@propublica
@julianaspizza
@scdhec
@dr
@washingtonpost
@thelancet
@wutangkids
@betaraybob1
@davenewworld_2
@alexus_purr

Top Mentioned in G7:
@nototyrannynow
@gillianmckeith
@scleroplex
@burgwin
@lozzafox
@jomallon2
@realchasegeiser
@cryptosyndo
@christi46847375
@jasongroves1

Top Mentioned in G8:
@jkenney
@shandro
@cmoh_alberta
@ahs_media
@wsonlinenews
@albertadoctors
@globeandmail
@oregongovbrown
@dfildebrandt
@maggiegranny

Top Mentioned in G9:
@cdcgov
@potus
@vp
@nbcnews
@vivek_murthy
@rwmalonemd
@vonderleyen
@rte
@occupydemocrats
@joelachenbach

Top Mentioned in G10:
@kayiveyforgov
@svscarpino
@sheril_
@davidblowry
@barkerlab
@benatipsosmori
@themachineowl
@glengirl2
@the_bigtime_dj
@richardascott

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@americanair
@oldlady12345
@rashidaldosari
@threadreaderapp
@dichristine
@berkleybearnews
@robinsnewswire
@zyiteblog

Top Tweeters in G1:
@monicasloves
@yarosisnancy
@awelab1956
@wildwalkerwoman
@brontyman
@stonefree63
@morgfair
@lllwry
@actdontreact
@suekhi

Top Tweeters in G2:
@berkleybearnews
@robinsnewswire
@filthybrotherz
@hagiwararyu11
@dev_discourse
@castonchris
@exbulletinuk
@mzee26
@anamafalda1992
@ghanamma

Top Tweeters in G3:
@nerdy_ian
@illmatic_kid
@mainneli_
@anasofakingcoo
@babyjaengel
@dappy_52
@jajaphd
@fergcapone
@_nurseratchet
@jichodadog

Top Tweeters in G4:
@caligirlleftie
@lyndae222
@maegan_laporte
@telegraph
@mutalabala
@dianneathome
@ailsaforshaw
@presidentshazam
@rexglacer
@trdisoprtr

Top Tweeters in G5:
@makedni
@mojos55
@relisys222
@domaine8_
@morwennajh
@julie34479
@andyhammers
@angryyoungman55
@msccollins1
@juliecuninghame

Top Tweeters in G6:
@rashidaldosari
@marthalynneowe1
@theresamax
@trumpwatchnews
@humbertozamorar
@nancypeggy
@safetypindaily
@frackhazreveal
@on_bender
@brandonmscales

Top Tweeters in G7:
@cbinflux
@sigstarget
@purrpatrol
@bellzwebster
@jts_1957
@annbank41695841
@zoompad
@nononoeu
@marble300
@kingofwrong

Top Tweeters in G8:
@samhainnight
@frazzling
@globeandmail
@paladine
@mpavictoria
@mig30m6
@alisonborealis
@debp197
@greenurlifenow
@cailinaseirinn

Top Tweeters in G9:
@carriesweet2017
@digyoursoul
@jjdebenedictis
@tkysk8r
@ponytail122
@nytimes
@takinyera
@numbers28
@pamunplugged
@maryannegruen

Top Tweeters in G10:
@s9tmt
@tshep42
@thestephenralph
@anthropic
@mconway70
@aunty_shirley
@jpofgwynedd
@theroigner
@matilda_w_
@gastropoda