Antibodies, Twitter, 5/31/2020 9:39:14 AM, 228554
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Antibodies_2020-05-30_20-31-46.xlsx
Antibodies_2020-05-30_20-31-46.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
May 31, 2020
Short Description:
Antibodies via NodeXL https://bit.ly/36N2oCi
@timkaine
@ct_bergstrom
@cnn
@thehill
@ballouxfrancois
@nanogenomic
@maxcroser
@mkraju
@realdonaldtrump
@profkarolsikora

Top hashtags:
#covid19
#coronavirus
#antibodies
#sarscov2
#covid_19
#covid__19
#nih
#covid
#vaccine

Description:
Description
The graph represents a network of 20,431 Twitter users whose recent tweets contained "Antibodies", 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 Sunday, 31 May 2020 at 04:12 UTC.

The tweets in the network were tweeted over the 2-day, 22-hour, 46-minute period from Thursday, 28 May 2020 at 04:44 UTC to Sunday, 31 May 2020 at 03:31 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 : 20431
Unique Edges : 25103
Edges With Duplicates : 3804
Total Edges : 28907
Number of Edge Types : 5
Replies to : 3532
Mentions : 5681
Retweet : 11619
MentionsInRetweet : 4984
Tweet : 3091
Self-Loops : 3173
Reciprocated Vertex Pair Ratio : 0.0171304384880897
Reciprocated Edge Ratio : 0.0336838577234069
Connected Components : 3561
Single-Vertex Connected Components : 1664
Maximum Vertices in a Connected Component : 11560
Maximum Edges in a Connected Component : 18976
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 7.165103
Graph Density : 5.71842242646973E-05
Modularity : 0.820021
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 20,431 Twitter users whose recent tweets contained "Antibodies", 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 Sunday, 31 May 2020 at 04:12 UTC.

The tweets in the network were tweeted over the 2-day, 22-hour, 46-minute period from Thursday, 28 May 2020 at 04:44 UTC to Sunday, 31 May 2020 at 03:31 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 : Antibodies
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:
[252] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[213] https://thehill.com/homenews/senate/499918-tim-kaine-tests-positive-for-covid-19-antibodies
[193] https://www.politico.com/news/2020/05/28/tim-kaine-coronavirus-antibodies-287224
[84] https://www.scientificamerican.com/article/covid-19-vaccine-developers-search-for-antibodies-that-first-do-no-harm/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf234481220=1
[68] https://www.cnn.com/2020/05/29/health/new-york-coronavirus-antibodies-study/index.html
[60] https://thehill.com/policy/defense/499934-top-general-military-to-test-troops-for-coronavirus-antibodies
[54] https://trib.al/SZhgUwd
[54] https://trib.al/OYAqDn2?ito=social-twitter_mailonline
[51] https://www.ibtimes.com/breakthrough-scientists-discover-new-antibodies-can-fight-toxic-particles-causing-2982518
[48] https://www.reuters.com/article/us-health-coronavirus-usa-kaine-idUSKBN2342LE?taid=5ed05788710ac20001b0c855&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G1:
[42] https://www.politico.com/news/2020/05/28/tim-kaine-coronavirus-antibodies-287224
[25] https://www.cnn.com/2020/05/29/health/new-york-coronavirus-antibodies-study/index.html
[22] https://www.theguardian.com/world/2020/may/27/french-team-finds-mild-coronavirus-infection-does-lead-to-antibodies
[16] https://www.foxnews.com/politics/sen-tim-kaine-and-wife-test-positive-for-coronavirus-antibodies
[13] https://www.scientificamerican.com/article/covid-19-vaccine-developers-search-for-antibodies-that-first-do-no-harm1/
[13] https://thehill.com/homenews/senate/499918-tim-kaine-tests-positive-for-covid-19-antibodies
[11] https://www.cnn.com/2020/05/28/politics/tim-kaine-coronavirus-antibodies/index.html
[11] https://www.mediaite.com/news/sen-kaine-now-tests-positive-for-coronavirus-antibodies-says-he-didnt-get-tested-in-april-due-to-shortage/
[11] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[9] https://www.theguardian.com/world/2020/may/27/french-team-finds-mild-coronavirus-infection-does-lead-to-antibodies?CMP=share_btn_tw

Top URLs in Tweet in G2:
[11] https://nbcnews.trib.al/IR5GhIL
[11] https://www.fox5dc.com/news/virginia-senator-tim-kaine-wife-test-positive-for-covid-19-antibodies
[6] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[6] https://www.washingtonpost.com/local/virginia-politics/sen-tim-kaine-says-he-and-wife-tested-positive-for-covid-19-antibodies/2020/05/28/a60ee030-a0fd-11ea-b5c9-570a91917d8d_story.html
[5] https://twitter.com/jonathantamari/status/1266376032271007749
[5] https://thehill.com/homenews/senate/499918-tim-kaine-tests-positive-for-covid-19-antibodies
[5] https://www.richmond.com/news/virginia/sen-tim-kaine-and-wife-anne-holton-test-positive-for-covid-19-antibodies/article_4a261cd2-b298-5e5e-a5ca-64c460475d1a.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[4] https://trib.al/TW7MxUx
[4] https://www.politico.com/news/2020/05/28/tim-kaine-coronavirus-antibodies-287224
[3] https://thehill.com/homenews/senate/499918-tim-kaine-tests-positive-for-covid-19-antibodies#.Xs_X4zc4-LY.twitter

Top URLs in Tweet in G3:
[5] https://www.telegraph.co.uk/news/2020/05/30/patients-test-negative-antibodies-may-still-have-immunity-against/
[4] https://www.cnn.com/2020/05/29/health/new-york-coronavirus-antibodies-study/index.html
[4] https://www.linkedin.com/posts/sabinawalker_hospital-staff-with-covid-19-had-protective-activity-6671628178752192513-6TRr
[3] https://twitter.com/oliviasolon/status/1266509950588792834
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell%2Ffulltext%2FS0092-8674%2820%2930610-3&rc=0
[2] https://www.youtube.com/watch?v=swSBB5fp9dg&feature=youtu.be

[2] https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/coronaviruscovid19infectionsurveypilot/28may2020?WT.mc_id=7dc4637a3ce68fd41da0f92f469769a2&WT.sn_type=TWITTER&hoot.message=Of%20those%20individuals%20providing%20blood%20samples%2C%206.78%25%20tested%20positive%20for%20antibodies%20to%20%23COVID19.%20%0A%0AThis%20equates%20to%20around%201%20in%2015%20people%20%5BLINK%5D&hoot.send_date=2020-05-28%2013%3A08%3A27&hoot.username=ONS&hoot.send_dayofweek=Thursday&hoot.send_hour=13&hootPostID=ee2e498c32cb8f80f49248296ba5fe4a
[1] https://www.gov.uk/government/publications/national-covid-19-surveillance-reports/sero-surveillance-of-covid-19
[1] https://www.cnbc.com/2020/05/07/nih-doesnt-expect-the-coronavirus-to-rapidly-mutate-like-the-seasonal-flu.html
[1] https://twitter.com/ballouxfrancois/status/1265563344053899265

Top URLs in Tweet in G4:
[30] https://trib.al/YVK3jnQ
[7] https://www.nytimes.com/2020/05/27/nyregion/coronavirus-antibodies-plasma-donation.html?smid=tw-share
[6] https://www.joemygod.com/2020/05/sen-tim-kaine-and-wife-positive-for-covid-antibodies/
[5] https://trib.al/0ffJAzB
[5] https://www.nytimes.com/2020/05/27/nyregion/coronavirus-antibodies-plasma-donation.html
[5] https://www.pilotonline.com/news/health/vp-nw-coronavirus-tim-kaine-antibodies-20200528-j5ew5dpcejcmbfirr3stlwr2hi-story.html
[3] https://www.statista.com/chart/21866/estimated-share-of-the-population-with-covid-19-antibodies/
[3] https://ec.europa.eu/jrc/en/science-update/better-antibodies-without-using-animals
[3] https://www.nytimes.com/2020/04/23/nyregion/coronavirus-antibodies-test-ny.html
[3] https://www.nytimes.com/2020/05/27/nyregion/coronavirus-antibodies-plasma-donation.html?referringSource=articleShare

Top URLs in Tweet in G5:
[4] https://www.clickorlando.com/news/local/2020/05/29/5474-people-in-florida-test-positive-for-coronavirus-antibodies/?utm_source=facebook&utm_medium=social&utm_campaign=snd&utm_content=wkmg6
[3] https://www.cdc.gov/coronavirus/2019-ncov/lab/resources/antibody-tests-guidelines.html
[2] https://www.cnn.com/2020/05/29/health/new-york-coronavirus-antibodies-study/index.html
[2] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[2] https://www.cnn.com/2020/05/28/politics/tim-kaine-coronavirus-antibodies/index.html
[2] https://wtop.com/virginia/2020/05/kaine-and-wife-test-positive-for-coronavirus-antibodies/
[2] https://www.thefightisinus.com/
[2] https://www.hindustantimes.com/more-lifestyle/coronavirus-universally-effective-antibodies-found-in-covid-19-survivors-may-help-develop-vaccine/story-qiP83ET1KHLQbNn31RWsZM.html
[1] https://trib.al/nB3DXW3
[1] https://trib.al/Yf8zN1A

Top URLs in Tweet in G6:
[199] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[152] https://thehill.com/homenews/senate/499918-tim-kaine-tests-positive-for-covid-19-antibodies
[45] https://thehill.com/policy/defense/499934-top-general-military-to-test-troops-for-coronavirus-antibodies
[12] https://www.cnn.com/2020/05/29/health/new-york-coronavirus-antibodies-study/index.html
[5] https://www.wtvr.com/news/coronavirus/tim-kaine-wife-test-positive-for-coronavirus-antibodies
[5] https://www.pilotonline.com/news/health/vp-nw-coronavirus-tim-kaine-antibodies-20200528-j5ew5dpcejcmbfirr3stlwr2hi-story.html
[4] http://www.msn.com/en-us/news/politics/bob-casey-tests-positive-for-coronavirus-antibodies/ar-BB14LD0S?ocid=st2
[3] https://www.manchestereveningnews.co.uk/news/greater-manchester-news/mums-warning-after-baby-falls-18336616?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[3] https://www.kold.com/2020/05/28/sen-kaine-wife-have-coronavirus-antibodies-indicating-earlier-infection/
[2] https://www.thedailybeast.com/senator-tim-kaine-says-my-wife-and-i-tested-positive-for-coronavirus-antibodies?via=newsletter

Top URLs in Tweet in G7:
[10] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[5] https://www.eur.nl/en/events/phd-defence-nma-nisreen-okba-2020-05-28
[4] https://bluevirginia.us/2020/05/sen-tim-kaine-wife-anne-holton-recently-tested-positive-for-antibodies-to-covid-19
[3] https://www.youtube.com/watch?v=Ua6meLlYJdY&feature=youtu.be

[2] https://europepmc.org/article/ppr/ppr151395
[2] https://www.businesswire.com/news/home/20200518005767/en/Centivax-Antibodies-Neutralize-Pandemic-Coronavirus-Independently-Confirmed
[1] https://twitter.com/nanogenomic/status/1261131648172568576
[1] https://www.discovermagazine.com/health/covid-19-antibody-testing-tougher-than-true-false
[1] https://en.m.wikipedia.org/wiki/Antibody-dependent_enhancement
[1] https://s3-eu-west-1.amazonaws.com/pstorage-chemrxiv-899408398289/22384398/Namietal_ACE2inhibitor.pdf

Top URLs in Tweet in G8:
[1] https://www.the-scientist.com/news-opinion/researchers-applaud-spanish-covid-19-serological-survey-67590
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/coronaviruscovid19infectionsurveypilot/28may2020#antibody-tests-for-covid-19
[1] https://www.scientificamerican.com/article/covid-19-vaccine-developers-search-for-antibodies-that-first-do-no-harm/?utm_medium=social&utm_content=organic&utm_source=twitter&utm_campaign=SciAm_&sf234481220=1
[1] https://www.nytimes.com/2020/05/07/health/coronavirus-antibody-prevalence.html
[1] https://twitter.com/JohnNosta/status/1265264734984699904
[1] https://www.theguardian.com/world/2020/may/21/just-7-per-cent-of-stockholm-had-covid-19-antibodies-by-end-of-april-study-sweden-coronavirus
[1] https://www.svt.se/nyheter/inrikes/tegnell-vi-ska-gora-ny-antikroppsstudie
[1] https://www.theguardian.com/world/2020/may/30/could-nearly-half-of-those-with-covid-19-have-no-idea-they-are-infected
[1] https://curaihealth.com/
[1] https://twitter.com/cdavidnaylor/status/1266122054878797832

Top URLs in Tweet in G9:
[117] https://www.politico.com/news/2020/05/28/tim-kaine-coronavirus-antibodies-287224
[53] https://trib.al/SZhgUwd
[33] https://trib.al/4gd2Vej
[22] https://trib.al/zeea9G9
[19] https://trib.al/YclXKnY
[15] https://www.politico.com/news/2020/05/28/tim-kaine-coronavirus-antibodies-287224?utm_source=dlvr.it&utm_medium=twitter
[13] https://www.politico.com/news/2020/05/29/bob-casey-tests-positive-coronavirus-antibodies-288843
[12] https://www.wric.com/news/virginia-news/u-s-senator-tim-kaine-wife-test-positive-for-covid-19-antibodies/
[8] https://thehill.com/homenews/senate/500109-second-senator-tests-positive-for-coronavirus-antibodies
[7] https://www.politico.com/news/2020/05/29/bob-casey-tests-positive-coronavirus-antibodies-288843?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G10:
[3] https://www.azcentral.com/story/news/local/arizona-health/2020/03/28/university-arizona-working-tests-detect-covid-19-antibodies/5083093002/
[3] https://www.livescience.com/covid-antibody-test-results-new-york-test.html
[2] https://www.washingtonexaminer.com/opinion/abortion-pills-without-rh-testing-could-prevent-many-women-from-ever-having-children
[1] https://www.cdc.gov/coronavirus/2019-ncov/testing/serology-overview.html
[1] https://apple.news/AenId6dmCTx2MclT7zO5-uA
[1] https://www.who.int/news-room/q-a-detail/breatfeading
[1] https://www.who.int/news-room/detail/27-05-2020-countries-failing-to-stop-harmful-marketing-of-breast-milk-substitutes-warn-who-and-unicef
[1] https://www.sciencedirect.com/science/article/pii/S0958166919301168?via%3Dihub
[1] https://apps.who.int/iris/handle/10665/310837
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=http://link.springer.com/article/10.1007/s11103-020-01007-w

Top Domains
Top Domains in Tweet in Entire Graph:
[542] thehill.com
[351] trib.al
[339] twitter.com
[252] politico.com
[236] co.uk
[160] reuters.com
[133] cnn.com
[122] scientificamerican.com
[121] theguardian.com
[103] nytimes.com

Top Domains in Tweet in G1:
[141] twitter.com
[59] theguardian.com
[56] politico.com
[44] cnn.com
[42] thehill.com
[36] co.uk
[28] foxnews.com
[26] nytimes.com
[24] scientificamerican.com
[16] instagram.com

Top Domains in Tweet in G2:
[21] trib.al
[16] twitter.com
[15] thehill.com
[11] fox5dc.com
[9] richmond.com
[6] washingtonpost.com
[5] politico.com
[5] triblive.com
[4] msn.com
[4] wjhl.com

Top Domains in Tweet in G3:
[13] twitter.com
[8] linkedin.com
[7] co.uk
[6] gov.uk
[4] cnn.com
[2] elsevierhealth.com
[2] youtube.com
[2] medrxiv.org
[2] theconversation.com
[1] cnbc.com

Top Domains in Tweet in G4:
[46] trib.al
[23] nytimes.com
[10] nature.com
[6] twitter.com
[6] joemygod.com
[5] pilotonline.com
[4] europa.eu
[3] statista.com
[2] medicalxpress.com
[2] nih.gov

Top Domains in Tweet in G5:
[6] trib.al
[5] cnn.com
[4] clickorlando.com
[3] cdc.gov
[2] thehill.com
[2] wtop.com
[2] thefightisinus.com
[2] hindustantimes.com
[1] newsbreak.com
[1] vpr.org

Top Domains in Tweet in G6:
[397] thehill.com
[12] cnn.com
[5] thedailybeast.com
[5] msn.com
[5] wtvr.com
[5] pilotonline.com
[3] co.uk
[3] kold.com
[3] trib.al
[2] nbcsandiego.com

Top Domains in Tweet in G7:
[11] thehill.com
[5] twitter.com
[5] eur.nl
[4] bluevirginia.us
[4] youtube.com
[2] europepmc.org
[2] nih.gov
[2] businesswire.com
[2] trib.al
[1] discovermagazine.com

Top Domains in Tweet in G8:
[3] theguardian.com
[2] gov.uk
[2] twitter.com
[2] linkedin.com
[1] the-scientist.com
[1] scientificamerican.com
[1] nytimes.com
[1] svt.se
[1] curaihealth.com
[1] co.uk

Top Domains in Tweet in G9:
[153] politico.com
[128] trib.al
[12] thehill.com
[12] wric.com
[4] ijr.org
[3] msn.com
[2] medium.com
[2] reuters.com
[1] mdpi.com
[1] scientificamerican.com

Top Domains in Tweet in G10:
[3] who.int
[3] azcentral.com
[3] livescience.com
[2] cdc.gov
[2] co.uk
[2] washingtonexaminer.com
[1] apple.news
[1] sciencedirect.com
[1] springer.com
[1] cnn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1092] covid19
[350] coronavirus
[269] antibodies
[116] sarscov2
[85] covid_19
[85] covid__19
[62] nih
[59] covid
[54] vaccine
[47] alzheimers



Top Hashtags in Tweet in G1:
[109] covid19
[77] antibodies
[74] coronavirus
[27] covid
[18] covid_19
[14] sarscov2
[12] smartnews
[11] health
[11] antibody
[8] testing

Top Hashtags in Tweet in G2:
[42] covid19
[26] coronavirus
[11] breaking
[4] antibodies
[2] antibodypositive
[2] nexstardc
[1] blooddonor
[1] liberalismistherealpandemic
[1] covidー19
[1] politics

Top Hashtags in Tweet in G3:
[77] covid__19
[42] covid19
[13] sarscov2
[7] coronavirus
[4] herd
[4] covid_19
[3] antibodies
[2] immunity
[2] neutralizingantibodies
[2] strasbourg

Top Hashtags in Tweet in G4:
[97] covid19
[58] nih
[16] coronavirus
[8] sarscov2
[7] antibodies
[3] covid
[2] 3d
[2] science
[2] podcast
[2] twiv

Top Hashtags in Tweet in G5:
[8] coronavirus
[6] covid19
[3] covid_19
[2] viruscorona
[2] cnntownhall
[1] china
[1] tradewar
[1] masks
[1] antibodies
[1] thefightisinus

Top Hashtags in Tweet in G6:
[7] covid19
[4] covid_19
[2] sarscov2
[2] mucosal
[1] mucosalimmunology
[1] igaallday
[1] westchesterproud
[1] cheddarlive

Top Hashtags in Tweet in G7:
[26] covid19
[11] coronavirus
[10] biotech
[10] drjacobglanville
[9] cure
[8] biotechnologycompany
[6] sarscov2
[5] askdrgottlieb
[5] gematria
[3] antibodies

Top Hashtags in Tweet in G8:
[52] covid19
[2] coronavirus
[1] avct
[1] bbcqt
[1] كوفيد19

Top Hashtags in Tweet in G9:
[6] covid19
[4] virginia
[3] thatmakestwo
[3] coronavirus
[1] sarscov2

Top Hashtags in Tweet in G10:
[14] covid19
[8] antibody
[6] testing
[2] breastfeeding
[2] coronavirus
[2] covid
[2] oncology
[2] neurology
[2] multiplesclerosis
[2] ocrevus

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[1671] antibodies
[547] covid
[474] positive
[449] coronavirus
[417] 19
[317] test
[308] tested
[267] kaine
[258] tests
[197] tim

Top Words in Tweet in G2:
[1884] antibodies
[1495] positive
[1241] tested
[915] timkaine
[807] covid
[774] symptoms
[773] mild
[710] coronavirus
[686] wife
[571] news

Top Words in Tweet in G3:
[1051] antibodies
[978] immunity
[713] more
[628] many
[466] people
[355] infection
[355] cells
[339] virus
[331] cell
[329] being

Top Words in Tweet in G4:
[540] antibodies
[273] people
[243] one
[239] coronavirus
[228] found
[220] 10
[216] sampling
[215] random
[214] indonesia
[213] alarming

Top Words in Tweet in G5:
[638] york
[343] covid
[337] 19
[328] study
[322] march
[322] according
[322] health
[321] times
[320] end
[320] 10

Top Words in Tweet in G6:
[596] antibodies
[440] positive
[366] tests
[304] coronavirus
[229] covid
[214] 19
[208] senator
[208] kaine
[206] second
[197] tim

Top Words in Tweet in G7:
[508] antibodies
[123] test
[121] realdonaldtrump
[104] immunity
[91] virus
[79] covid
[77] sars
[76] neutralizing
[67] home
[66] ace2

Top Words in Tweet in G8:
[508] antibodies
[416] results
[392] covid
[385] found
[380] very
[379] more
[376] study
[376] different
[375] seems
[374] 60

Top Words in Tweet in G9:
[413] antibodies
[370] positive
[352] coronavirus
[301] kaine
[298] tim
[263] tested
[245] sen
[230] wife
[113] today
[97] tests

Top Words in Tweet in G10:
[210] antibodies
[96] against
[94] babies
[93] protects
[91] milk
[91] give
[90] breast
[90] many
[89] boost
[88] saves

Top Word Pairs
Top Word Pairs in Tweet in G2:
[395] tested,positive
[261] positive,covid
[208] covid,antibodies
[196] mild,symptoms
[168] personal,news
[146] recently,tested
[143] early,april
[136] positive,antibodies
[97] late,march
[94] march,early

Top Word Pairs in Tweet in G3:
[1185] immunity,cells
[729] virus,being
[674] cellular,immunity
[640] antibodies,many
[560] being,tamed
[532] tamed,more
[422] more,successfully
[415] successfully,many
[408] many,thought
[408] thought,possible

Top Word Pairs in Tweet in G4:
[286] random,sampling
[274] alarming,glimpse
[271] glimpse,runaway
[271] runaway,transmission
[270] sampling,thousands
[270] 10,antibodies
[270] antibodies,coronavirus
[270] transmission,indonesia
[270] indonesia,random
[270] thousands,people

Top Word Pairs in Tweet in G5:
[214] covid,19
[213] 10,times
[213] end,march
[213] march,york
[213] york,adults
[213] adults,covid
[213] 19,10
[212] times,higher
[212] higher,official
[212] official,account

Top Word Pairs in Tweet in G6:
[337] tests,positive
[320] coronavirus,antibodies
[319] positive,coronavirus
[319] covid,19
[319] second,senator
[319] senator,tests
[319] tim,kaine
[319] positive,covid
[319] kaine,tests
[319] 19,antibodies

Top Word Pairs in Tweet in G7:
[357] blood,test
[268] antibodies,realdonaldtrump
[219] imagine,world
[214] world,ability
[206] ability,job
[200] job,housing
[197] housing,loan
[160] loan,depends
[153] depends,passing
[152] passing,blood

Top Word Pairs in Tweet in G8:
[59] study,found
[59] covid,antibodies
[58] more,60
[58] 60,000
[58] 000,person
[58] person,spanish
[58] spanish,serotype
[58] serotype,study
[58] found,covid
[58] antibodies,nationwide

Top Word Pairs in Tweet in G9:
[372] coronavirus,antibodies
[372] positive,coronavirus
[371] tim,kaine
[371] tested,positive
[371] wife,tested
[371] sen,tim
[371] kaine,wife
[371] tests,positive
[371] kaine,announced
[371] announced,today

Top Word Pairs in Tweet in G10:
[342] breast,milk
[340] saves,children
[298] children,lives
[258] lives,provides
[211] provides,antibodies
[210] antibodies,give
[148] give,babies
[96] babies,healthy
[78] healthy,boost
[78] against,many

Top Replied-To
Top Replied-To in Entire Graph:
@kinggeorgeny
@speakermentors
@realdonaldtrump
@matthancock
@kailashchandobe
@ballouxfrancois
@dpjhodges
@thehill
@me_marco
@borisjohnson

Top Replied-To in G1:
@ispm_zoap

Top Replied-To in G2:
@timkaine
@kattykay_
@senbobcasey
@cherokeesher2
@tunacancrew
@kiltedref
@anneholton
@wonkbalrog
@hillaryclinton
@_kjkelly

Top Replied-To in G3:
@ballouxfrancois
@me_marco
@dpjhodges
@cartoonsbyjosh
@andrew_lilico
@bealelab
@fatemperor
@alistairhaimes
@spencer68
@profkarolsikora

Top Replied-To in G4:
@brithume
@nytimes
@gummibear737
@alexberenson
@tinag_sd
@mollyjongfast
@erictopol
@canwerestnow1
@cardlaw35
@panekkkk

Top Replied-To in G5:
@npr
@cnn
@forbes
@ken07636951
@stefanmattssson
@climatedepot
@dcjohnnorton
@realdonaldtrump
@cnni
@s97593086

Top Replied-To in G6:
@thehill
@vdhgov
@governorva
@govmikedewine
@nypost
@arcticsparkler
@vahousegop
@chuckflaherty2
@amy_siskind
@galetstrong

Top Replied-To in G7:
@realdonaldtrump
@theseeker268
@drericding
@_coltseavers
@deitaone
@exposomehealth
@franciscodeasis
@antgduarte
@joebiden
@jammin1001

Top Replied-To in G8:
@ct_bergstrom
@helen_whately
@mohrmithumor
@ottartwain
@andybiotech
@bbcquestiontime
@raverbruggen
@polhoff
@profpcdoherty
@scotthaines19

Top Replied-To in G9:
@politico
@sufferinggladly
@realpedroleo
@dba1227
@sanjum
@obeycampaign
@bullcityzen
@craigrozniecki
@sneknostep
@anacabrera

Top Replied-To in G10:
@uhlrebeccacoo
@narendramodi
@gmani12345
@ethicalskeptic
@213od
@atkinshelen
@drdenagrayson
@cnntown
@ashwani_mahajan
@who

Top Mentioned
Top Mentioned in Entire Graph:
@timkaine
@sambitswaraj
@jhasanjay
@realdonaldtrump
@senbobcasey
@unicef
@bidmc
@politico
@anneholton
@robertlustigmd

Top Mentioned in G1:
@committee_bbca
@21stscience
@metrovoice
@hamcoindiana
@news_1jl4

Top Mentioned in G2:
@timkaine
@senbobcasey
@anneholton
@nbcwashington
@rtdnews
@bluevirginia
@hillaryclinton
@dcabloob
@abc7news
@talkopan

Top Mentioned in G3:
@robertlustigmd
@typeonegrit
@mlevitt_np2013
@profkarolsikora
@fatemperor
@ons
@ballouxfrancois
@laurencejams
@iai_tv
@alistairhaimes

Top Mentioned in G4:
@bidmc
@elizashapiro
@nytimes
@nature
@brithume
@uisceglas
@alexberenson
@upshotnyt
@sangerkatz
@nytgraphics

Top Mentioned in G5:
@cnn
@ualbanysph
@sethabramson
@forbes
@npr
@httweets
@healthnygov
@vprnet
@jackiea948
@jgrogan346

Top Mentioned in G6:
@ryegsl
@thehill
@cbs6
@thedailybeast
@governorva
@chlobo_ilo
@nypost
@cslplasma
@lindajosherrill
@amy_siskind

Top Mentioned in G7:
@realdonaldtrump
@billybostickson
@jjcouey
@jj2000426
@nerdhaspower
@harvard2h
@luigi_warren
@paulgodolphin
@bioobject
@scottburke777

Top Mentioned in G8:
@ct_bergstrom
@curaihq
@zeynep
@guardian
@dwallacewells
@neoavatara
@venkmurthy
@euqinomist
@sturdyalex
@plagueisland

Top Mentioned in G9:
@politico
@elemental
@bcmhouston
@cnnpolitics
@randpaul
@timkaine
@theijr
@halocommconsult
@immunodocs
@allieevolpe

Top Mentioned in G10:
@unicef
@cdcgov
@who
@drharshvardhan
@clairg31
@eserviceuhlp
@uhlfox
@leic_hospital
@pmoindia
@nhsuk

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@missb62
@the_news_diva
@pairsonnalites
@jurylady5
@vrai777
@jamesroy
@edinburghwatch
@s9tmt
@commonpatriot

Top Tweeters in G1:
@pulpnews
@the_news_diva
@pairsonnalites
@vrai777
@animesh1977
@pairsonnalitese
@4pawshop
@davidjones720
@prpnews
@pairsonnalitesn

Top Tweeters in G2:
@mattmurph24
@kat4obama
@cherokeesher2
@argojournal
@lehimesa
@serendipitysays
@homegypsy
@legallybae
@kenkircher1
@carolmaewy

Top Tweeters in G3:
@cbinflux
@z_chrissie
@tiniskwerl
@djsiri
@polly_politics
@garthgodsman
@garyc23619095
@traciirving1
@benedictmpwhite
@getmebayo

Top Tweeters in G4:
@mharvey816
@derekjohnbryant
@rachel_mcrea
@paxnostrum
@gooochin
@john_siracusa
@adunlea
@angels_xr
@edgeoforever
@iggy

Top Tweeters in G5:
@httweets
@givemepie360
@its_coachbakari
@pickooo
@purplegarter1
@ituln
@jeannie_hartley
@govsherazkhan
@alaskarebel
@russmove

Top Tweeters in G6:
@jurylady5
@ggg_says
@thehill
@unlewis
@ronthornton
@trixywh
@cblazblaz
@estarianne
@raygibbs1
@franley12

Top Tweeters in G7:
@gambiste1
@holmesdonna1
@marilyn2617
@donadeedooda
@kathyfiscelli
@cnbc
@bsgirl2u
@digino69
@capalutwit
@christinepolon1

Top Tweeters in G8:
@guardian
@tinamorphis
@brettaapplebaum
@grannynannynews
@adekleine
@joanarssousa
@newilluminatus
@ppiixx
@jackalsbynight
@neoavatara

Top Tweeters in G9:
@dgendvil
@fasting39
@npsusa
@bb45_colorado
@casey2513
@mobea
@stormyvnv
@angelakrebs444
@luizhsrodrigues
@skepmi

Top Tweeters in G10:
@inabster
@menabster
@dailymirror
@rmack2x
@nembotavy_0101
@loudshin
@dementedbonxie
@jhwalz32
@njmike731
@thequint


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