sciam, Twitter, 1/5/2021 11:27:30 AM, 244872


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sciam_2021-01-04_09-30-01.xlsx
sciam_2021-01-04_09-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 05, 2021
Short Description:
sciam via NodeXL https://bit.ly/3nmQTZ6
@sciam
@laurahelmuth
@rasushrestha
@drgjackbrown
@sanjit37901970
@vendetti_jason
@childrenshd
@alberteinstein
@ucsusa
@socialepimd

Top hashtags:
#covid19
#mothersinstem
#covid
#cardiovasculardisease
#bipolardisorder
#ai

Description:
Description
The graph represents a network of 6,797 Twitter users whose tweets in the requested range contained "sciam", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 04 January 2021 at 17:37 UTC.

The requested start date was Sunday, 03 January 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 13-day, 1-hour, 35-minute period from Sunday, 20 December 2020 at 23:25 UTC to Sunday, 03 January 2021 at 01:01 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 : 6797
Unique Edges : 6183
Edges With Duplicates : 10840
Total Edges : 17023
Number of Edge Types : 5
Mentions : 5786
Retweet : 3214
MentionsInRetweet : 4870
Replies to : 2263
Tweet : 890
Self-Loops : 975
Reciprocated Vertex Pair Ratio : 0.0250319556881125
Reciprocated Edge Ratio : 0.0488413176764003
Connected Components : 605
Single-Vertex Connected Components : 468
Maximum Vertices in a Connected Component : 5755
Maximum Edges in a Connected Component : 15568
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.788542
Graph Density : 0.000208324258971365
Modularity : 0.432223
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,797 Twitter users whose tweets in the requested range contained "sciam", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 04 January 2021 at 17:37 UTC.

The requested start date was Sunday, 03 January 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 13-day, 1-hour, 35-minute period from Sunday, 20 December 2020 at 23:25 UTC to Sunday, 03 January 2021 at 01:01 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 : sciam
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:
[115] https://twitter.com/sciam/status/1342470161228570624
[94] https://twitter.com/sciam/status/1341564179853889537
[59] https://www.scientificamerican.com/article/alien-hunters-discover-mysterious-signal-from-proxima-centauri/
[55] https://www.scientificamerican.com/article/what-happens-to-white-christmases-as-the-world-warms1/
[54] https://twitter.com/sciam/status/1343709370945830912
[44] https://www.scientificamerican.com/article/we-need-a-paris-agreement-for-plastics/
[43] https://twitter.com/sciam/status/1341043248693870595
[42] https://www.scientificamerican.com/article/you-can-get-through-this-dark-pandemic-winter-using-tips-from-disaster-psychology1/?amp;text=You
[34] https://www.scientificamerican.com/article/alien-hunters-discover-mysterious-signal-from-proxima-centauri/?amp;text=Alien
[32] https://twitter.com/sciam/status/1343312370769260544

Top URLs in Tweet in G1:
[49] https://www.scientificamerican.com/article/alien-hunters-discover-mysterious-signal-from-proxima-centauri/
[46] https://www.scientificamerican.com/article/what-happens-to-white-christmases-as-the-world-warms1/
[37] https://www.scientificamerican.com/article/you-can-get-through-this-dark-pandemic-winter-using-tips-from-disaster-psychology1/?amp;text=You
[30] https://www.scientificamerican.com/article/alien-hunters-discover-mysterious-signal-from-proxima-centauri/?amp;text=Alien
[24] https://www.scientificamerican.com/article/we-need-a-paris-agreement-for-plastics/
[23] https://www.scientificamerican.com/article/the-top-five-climate-stories-of-2020/?amp;text=The
[22] https://www.scientificamerican.com/article/the-top-five-climate-stories-of-2020/
[22] https://www.scientificamerican.com/article/scientists-think-this-may-be-the-farthest-galaxy-in-the-universe/
[22] https://www.scientificamerican.com/article/eight-persistent-covid-19-myths-and-why-people-believe-them/
[20] https://www.scientificamerican.com/article/new-views-of-quantum-jumps-challenge-core-tenets-of-physics/

Top URLs in Tweet in G2:
[8] https://www.scientificamerican.com/article/the-top-five-climate-stories-of-2020/
[7] https://www.scientificamerican.com/article/you-can-get-through-this-dark-pandemic-winter-using-tips-from-disaster-psychology1/
[5] https://www.scientificamerican.com/article/jupiter-and-saturns-great-conjunction-is-the-best-in-800-years-heres-how-to-see-it/
[5] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fpoem-letter-to-2050%2F
[4] https://www.scientificamerican.com/article/the-u-k-coronavirus-mutation-is-worrying-but-not-terrifying/
[4] https://www.scientificamerican.com/article/tsunami-may-have-seeded-a-fungal-outbreak-in-pacific-northwest/
[4] https://www.scientificamerican.com/article/the-kaleidoscopic-art-of-threatened-corals/
[3] https://www.scientificamerican.com/article/the-white-house-scene-of-covid-outbreaks-under-trump-will-get-a-deep-clean-for-president-elect-biden/
[3] https://www.scientificamerican.com/article/you-can-get-through-this-dark-pandemic-winter-using-tips-from-disaster-psychology/
[3] https://www.scientificamerican.com/article/nature-in-verse-what-poetry-reveals-about-science/

Top URLs in Tweet in G3:
[76] https://twitter.com/sciam/status/1342470161228570624
[67] https://twitter.com/sciam/status/1341564179853889537
[36] https://twitter.com/sciam/status/1343709370945830912
[26] https://twitter.com/sciam/status/1341043248693870595
[19] https://twitter.com/sciam/status/1343312370769260544
[12] https://twitter.com/sciam/status/1342116048770916352
[11] https://twitter.com/sciam/status/1344287122455465985
[10] https://twitter.com/sciam/status/1342862741447405571
[9] https://twitter.com/sciam/status/1341528947935178753
[8] https://twitter.com/sciam/status/1341418564297867265

Top URLs in Tweet in G4:
[9] https://www.scientificamerican.com/article/covid-has-laid-bare-the-inequities-that-face-mothers-in-stem/
[9] https://www.scientificamerican.com/article/for-a-better-connection-talk-instead-of-typing/
[5] https://twitter.com/sciam/status/1341824646270742529
[4] https://twitter.com/EricTopol/status/1338981239651332096
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fonezero.medium.com%2Fpredator-drone-surveillance-in-minneapolis-is-just-the-tip-of-the-iceberg-4a10d8955a95
[4] http://www.scienceseeker.org/2020/12/what-does-lonely-brain-look-like-whats.html
[3] https://www.nationalgeographic.com/environment/2020/12/world-largest-iceberg-a68-heading-for-south-georgia-wildlife/
[2] https://twitter.com/sciam/status/1342116048770916352?s=19
[2] https://www.scientificamerican.com/article/this-robot-can-rap-really/
[2] https://twitter.com/8FECzfyoLwWBLkm/status/1341752986410741761

Top URLs in Tweet in G5:
[2] https://www.scientificamerican.com/article/what-happens-to-white-christmases-as-the-world-warms1/
[2] https://twitter.com/sciam/status/1343994243669516288
[2] https://www.scientificamerican.com/article/alien-hunters-discover-mysterious-signal-from-proxima-centauri/
[2] https://www.scientificamerican.com/article/a-shot-against-post-traumatic-stress-disorder/?WT.mc_id=SA_TW_MB_NEWS&sf77532186=1
[2] https://www.scientificamerican.com/article/red-state-america-acts-on-climate-change-but-calls-it-other-names/?WT.mc_id=SA_TW_ENGYSUS_NEWS
[1] https://www.scientificamerican.com/article/scientists-think-this-may-be-the-farthest-galaxy-in-the-universe/
[1] https://twitter.com/i/moments/1341448825316077569
[1] https://www.linkedin.com/pulse/what-particles-sunny-s-koul-
[1] https://www.scientificamerican.com/article/the-fccs-approval-of-spacexs-starlink-mega-constellation-may-have-been-unlawful/
[1] https://twitter.com/SpaceNews_Inc/status/1343678379116130305

Top URLs in Tweet in G6:
[4] https://www.scientificamerican.com/article/the-biden-administration-must-double-down-on-science/
[2] https://www.scientificamerican.com/article/biden-should-restore-the-role-of-science-in-the-u-s-government/
[2] https://bradzarnett.substack.com/p/how-ethically-bankrupt-politicians
[2] https://www.scientificamerican.com/article/major-companies-call-on-biden-to-act-on-climate-change/
[1] https://twitter.com/i/web/status/1344319506848636928
[1] https://twitter.com/i/web/status/1345291853407502336
[1] https://twitter.com/i/web/status/1344551459614986241
[1] https://en.m.wikipedia.org/wiki/Where_Is_Everybody%3F
[1] https://twitter.com/ucsusa/status/1339686505011425281
[1] https://twitter.com/i/web/status/1344726295821729792

Top URLs in Tweet in G7:
[2] https://www.reuters.com/article/us-usa-biden-transition-idUSKBN29422E
[2] https://twitter.com/sciam/status/1341489582144143361?s=20
[1] https://www.youtube.com/watch?v=L-RuvUkcyJI&feature=youtu.be

[1] https://www.youtube.com/watch?v=epbGzVBtRgc&feature=youtu.be

[1] https://www.youtube.com/watch?v=RKh2mi3tsmc&feature=youtu.be

[1] https://www.youtube.com/watch?v=h5oTviGOjRw&feature=youtu.be

[1] https://www.youtube.com/watch?v=LK1Pz8FmryM&feature=youtu.be

[1] https://www.youtube.com/watch?v=yaQZFhrW0fU&feature=youtu.be

[1] https://www.pbs.org/newshour/politics/biden-team-announces-new-staff-picks-highlighting-effort-to-build-an-administration-that-looks-like-america
[1] https://thehill.com/homenews/administration/532119-biden-aims-to-freeze-trumps-midnight-regulations

Top URLs in Tweet in G8:
[4] https://blogs.scientificamerican.com/cross-check/my-go-to-arguments-for-free-will/
[2] https://www.scientificamerican.com/article/quantum-mechanics-the-mind-body-problem-and-negative-theology/
[2] https://twitter.com/sciam/status/1344287122455465985
[1] https://www.scientificamerican.com/article/for-math-fans-a-hitchhikers-guide-to-the-number-42/
[1] https://www.scientificamerican.com/article/what-happens-to-white-christmases-as-the-world-warms1/
[1] https://twitter.com/i/web/status/1345116241027952640
[1] https://blogs.scientificamerican.com/cross-check/r-i-p-huston-smith-religious-scholar-who-defended-psychedelics-spiritual-potential/
[1] https://twitter.com/i/web/status/1341019451416784899
[1] https://twitter.com/i/web/status/1345055960721711107
[1] https://www.youtube.com/watch?v=jFYWPkOeOE4


Top URLs in Tweet in G9:
[1] https://www.scientificamerican.com/article/did-carrie-fishers-bipolar-disorder-contribute-to-her-death/
[1] https://twitter.com/i/web/status/1343255580920610821
[1] https://twitter.com/i/web/status/1343232527054594049
[1] https://twitter.com/i/web/status/1343220868508487680
[1] https://twitter.com/i/web/status/1343232526458834949
[1] https://twitter.com/i/web/status/1343224784818204672
[1] https://twitter.com/i/web/status/1343214625391841281
[1] https://twitter.com/i/web/status/1343230670114582532
[1] https://twitter.com/i/web/status/1343232371403853824
[1] https://twitter.com/i/web/status/1343224956822249472

Top URLs in Tweet in G10:
[4] https://twitter.com/sciam/status/1341564179853889537
[1] https://twitter.com/sciam/status/1342455069409685504
[1] https://www.scientificamerican.com/article/alien-hunters-discover-mysterious-signal-from-proxima-centauri/
[1] https://twitter.com/i/web/status/1342704551946838017
[1] https://twitter.com/i/web/status/1342696815276163073

Top Domains
Top Domains in Tweet in Entire Graph:
[1744] scientificamerican.com
[1470] twitter.com
[38] youtube.com
[27] com.br
[11] nytimes.com
[8] medium.com
[7] worldsolutions.work
[6] undark.org
[5] wikipedia.org
[5] pnas.org

Top Domains in Tweet in G1:
[1213] scientificamerican.com
[290] twitter.com
[11] youtube.com
[4] faveeo.com
[4] fiverr.com
[3] sciencedirect.com
[3] wikipedia.org
[2] allsides.com
[2] snrk.de
[2] twitlonger.com

Top Domains in Tweet in G2:
[124] twitter.com
[106] scientificamerican.com
[2] agu.org
[2] youtube.com
[2] wbur.org
[2] dw.com
[1] mysticriver.org
[1] columbia.edu
[1] spotify.com
[1] elpasotimes.com

Top Domains in Tweet in G3:
[465] twitter.com
[27] scientificamerican.com
[7] com.br
[2] machorro.net
[1] wordpress.com
[1] youtube.com
[1] lcd-ebook.com
[1] google.com
[1] com.pk

Top Domains in Tweet in G4:
[45] twitter.com
[33] scientificamerican.com
[4] medium.com
[4] scienceseeker.org
[3] nationalgeographic.com
[1] bandcamp.com
[1] washingtonpost.com
[1] fee.org
[1] apple.com
[1] youtube.com

Top Domains in Tweet in G5:
[21] twitter.com
[18] scientificamerican.com
[2] realclearscience.com
[1] linkedin.com
[1] energy.gov
[1] nationalgeographic.com

Top Domains in Tweet in G6:
[30] twitter.com
[9] scientificamerican.com
[2] substack.com
[1] wikipedia.org
[1] subjectio.org

Top Domains in Tweet in G7:
[7] youtube.com
[6] twitter.com
[2] reuters.com
[1] pbs.org
[1] thehill.com
[1] google.com

Top Domains in Tweet in G8:
[30] twitter.com
[11] scientificamerican.com
[2] youtube.com
[1] wikipedia.org
[1] dlcommunion.org

Top Domains in Tweet in G9:
[15] twitter.com
[4] stopthethyroidmadness.com
[1] scientificamerican.com

Top Domains in Tweet in G10:
[7] twitter.com
[1] scientificamerican.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[98] covid19
[80] mothersinstem
[77] covid
[71] cardiovasculardisease
[71] bipolardisorder
[68] ai
[48] artificialintelligence
[43] cancer
[43] rfr
[40] science



Top Hashtags in Tweet in G1:
[45] ai
[31] covid19
[26] artificialintelligence
[20] science
[13] sleep
[13] climatechange
[11] plasticpollution
[11] refusesingleuse
[11] renewables
[10] offshorewind

Top Hashtags in Tweet in G2:
[42] covid
[4] carbondioxide
[3] climatechange
[2] agu20
[2] cannabis
[2] reforestation
[1] innovation
[1] distancecovid
[1] 75percentadoptapp
[1] mutations

Top Hashtags in Tweet in G3:
[6] covid19
[3] science
[2] anthonyfauci
[2] coronavirus
[2] vaccine
[2] northpole
[2] 変異種
[2] 新型コロナウイルス感染症
[2] 新型コロナウイルス
[2] コロナウイルス

Top Hashtags in Tweet in G4:
[80] mothersinstem
[14] scicomm
[13] stem
[13] covid
[12] covid19
[11] womeninstem
[6] academicmama
[6] makethisviral
[6] malefertility
[6] topcrims

Top Hashtags in Tweet in G5:
[2] coronavirus
[2] aliens
[1] rt
[1] proximacentauri
[1] iss
[1] space
[1] ufo
[1] ai
[1] star
[1] breakthroughlisten

Top Hashtags in Tweet in G6:
[6] science
[2] climatechange
[1] plastics
[1] askingforafriend

Top Hashtags in Tweet in G7:
[4] biden2020
[1] climatecrisis

Top Hashtags in Tweet in G8:
[7] endwar
[3] stoners
[3] elonmusk
[1] physics
[1] philosophy
[1] science
[1] endpoverty
[1] consciousness
[1] consciousagents

Top Hashtags in Tweet in G9:
[71] cardiovasculardisease
[71] bipolardisorder
[1] carriefisher

Top Words
Top Words in Tweet in Entire Graph:
[5264] sciam
[476] covid
[428] science
[332] one
[320] 2020
[316] article
[315] signal
[311] people
[304] more
[297] laurahelmuth

Top Words in Tweet in G1:
[2768] sciam
[194] covid
[148] science
[140] climate
[138] coronavirus
[137] more
[137] one
[126] human
[126] 2020
[121] pandemic

Top Words in Tweet in G2:
[567] sciam
[269] laurahelmuth
[105] here's
[100] disaster
[91] covid
[90] pandemic
[84] great
[72] first
[70] winter
[68] far

Top Words in Tweet in G3:
[45] time
[21] 2020
[19] sciam
[15] one
[15] covid
[15] pole
[14] people
[14] aliens
[14] interesting
[13] science

Top Words in Tweet in G4:
[219] sciam
[107] mothersinsci
[88] inequities
[85] wrote
[84] recently
[81] systemic
[80] piece
[80] barriers
[80] #mothersinstem
[79] discussing

Top Words in Tweet in G5:
[140] sciam
[87] leebillings
[86] astro_jonny
[73] signal
[71] quantamagazine
[66] alien
[64] hunters
[59] detected
[58] artificial
[56] probably

Top Words in Tweet in G6:
[137] science
[95] sciam
[78] ucsusa
[53] janelubchenco
[53] senjeffmerkley
[52] good
[51] need
[51] great
[50] public
[48] center

Top Words in Tweet in G7:
[20] sciam
[12] realdonaldtrump
[10] maddow
[10] ingrahamangle
[9] kloeffler
[9] nytimes
[9] joebiden
[9] mariabartiromo
[8] stillgray
[8] karlrove

Top Words in Tweet in G8:
[97] sciam
[62] alberteinstein
[57] one
[49] number
[48] read
[48] 2020
[47] stories
[47] scientific
[47] american
[47] perfectly

Top Words in Tweet in G9:
[113] rasushrestha
[72] very
[72] people
[71] importantly
[71] onset
[71] #cardiovasculardisease
[71] occurs
[71] prematurely
[71] #bipolardisorder
[71] 17

Top Words in Tweet in G10:
[71] signal
[71] proxima
[70] mysterious
[70] appears
[69] artificial
[69] detected
[69] source
[69] closest
[69] star
[69] system

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[173] scientific,american
[129] proxima,centauri
[126] artificial,signal
[121] alien,hunters
[120] mysterious,signal
[118] signal,proxima
[115] sciam,coronavirus
[112] pandemic,winter
[101] disaster,psychology
[98] stories,2020

Top Word Pairs in Tweet in G1:
[103] sciam,coronavirus
[86] coronavirus,variant
[86] variant,17
[86] 17,mutations
[86] mutations,involve
[86] involve,spike
[86] spike,protein
[86] protein,attaches
[86] attaches,virus
[86] virus,human

Top Word Pairs in Tweet in G2:
[65] pandemic,winter
[60] sciam,jordansalama19
[51] here's,see
[51] disaster,psychology
[50] tonight,skies
[50] skies,clear
[49] forecast,look
[49] look,tonight
[49] clear,here's
[49] see,saturn

Top Word Pairs in Tweet in G3:
[12] north,pole
[7] sciam,mind
[7] time,zones
[6] mind,brain
[6] brain,brainsights
[6] brainsights,ios
[5] climate,change
[5] worrying,terrifying
[5] covid,19
[4] scientific,american

Top Word Pairs in Tweet in G4:
[80] systemic,barriers
[79] recently,wrote
[79] wrote,piece
[79] piece,sciam
[79] sciam,discussing
[79] discussing,inequities
[79] inequities,systemic
[79] barriers,faced
[79] faced,#mothersinstem
[78] mothersinsci,recently

Top Word Pairs in Tweet in G5:
[72] astro_jonny,leebillings
[64] alien,hunters
[55] hunters,detected
[55] detected,probably
[55] probably,artificial
[55] artificial,signal
[55] leebillings,report
[55] report,sciam
[54] signal,astro_jonny
[54] sciam,next

Top Word Pairs in Tweet in G6:
[48] center,public
[48] public,decision
[48] decision,making
[48] making,good
[48] good,great
[48] great,article
[48] article,former
[48] former,noaa
[47] noaa,administrator
[46] need,science

Top Word Pairs in Tweet in G7:
[8] stillgray,realdonaldtrump
[8] realdonaldtrump,karlrove
[8] karlrove,judgejeanine
[8] judgejeanine,danaperino
[8] danaperino,katiepavlich
[8] katiepavlich,marklevinshow
[8] marklevinshow,kilmeade
[8] kilmeade,ainsleyearhardt
[8] ainsleyearhardt,rsbnetwork
[8] rsbnetwork,charliekirk11

Top Word Pairs in Tweet in G8:
[47] one,read
[47] read,stories
[47] stories,2020
[47] 2020,scientific
[47] scientific,american
[47] american,perfectly
[47] perfectly,ordinary
[47] ordinary,number
[47] number,captured
[46] alberteinstein,one

Top Word Pairs in Tweet in G9:
[71] importantly,onset
[71] onset,#cardiovasculardisease
[71] #cardiovasculardisease,occurs
[71] occurs,very
[71] very,prematurely
[71] prematurely,people
[71] people,#bipolardisorder
[71] #bipolardisorder,17
[70] rasushrestha,importantly
[70] 17,ye

Top Word Pairs in Tweet in G10:
[69] mysterious,artificial
[69] artificial,signal
[69] signal,detected
[69] detected,source
[69] source,appears
[69] appears,closest
[69] closest,star
[69] star,system
[69] system,proxima
[68] drgjackbrown,mysterious

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@oxfordcommabro
@realdunderchief
@rasushrestha
@ucsusa
@mark_ltg
@kentbye
@tarunkanojia
@senjeffmerkley

Top Replied-To in G1:
@sciam
@gaby_goldberg
@tikiliciousness
@johnsonbeverlye
@novapbs
@bubalis84
@clairemation
@sierraclub
@cambridgevivien
@anotheruser5463

Top Replied-To in G2:
@sciam
@laurahelmuth
@tanyalewis314
@jfischman
@outlier1952
@lindy2350
@youaregod777
@bobtrlin
@botexemplary
@maiasz

Top Replied-To in G4:
@sciam
@jabarocas
@sanjit_bharat
@davidtboyle
@areckoning
@polo51374318
@lucymodahlmd
@theeconomist
@breannalynp
@whitehouse

Top Replied-To in G5:
@quantamagazine
@laurahelmuth
@leebillings
@johnwscarpente1
@theexpansewr
@counter_pt
@ryanmystkowski
@royalsociety
@laurenlogi
@johnwenz

Top Replied-To in G6:
@ucsusa
@senjeffmerkley
@sciam
@monkey1371
@jhughstrickland
@charlieulm
@floplag
@clukey83
@stagedconcept
@pollygracedono1

Top Replied-To in G7:
@stillgray
@davidfrum
@sciam
@diariomedico
@maxx48503800
@newsmax
@kloeffler
@perduesenate
@joebiden
@allfowledup

Top Replied-To in G8:
@kentbye
@horganism
@sciam
@alberteinstein
@johnbywater
@danfalk
@falzone_jeffrey
@thouartthat
@robertdsmeets
@oconnorcolette

Top Replied-To in G9:
@rasushrestha
@herlifeadventu1
@cncptla
@valiswatson
@starlingsummer1
@rackstar_1
@kellyhousman
@deezee333
@alitr0n
@xpertss97_jeff

Top Replied-To in G10:
@ohwatajerkiam
@sciam
@julieanneda
@z_landsman
@merrill_r

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@laurahelmuth
@mothersinsci
@rasushrestha
@astro_jonny
@leebillings
@drgjackbrown
@jordansalama19
@joebiden
@quantamagazine

Top Mentioned in G1:
@sciam
@kiranshaw
@novapbs
@sierraclub
@cozyatoz
@voyawolfproject
@clancyreports
@amblin
@gottabernnow
@op_society

Top Mentioned in G2:
@sciam
@laurahelmuth
@jordansalama19
@lindy2350
@jfischman
@tanyalewis314
@philgalewitz
@davasobel
@americandialect
@khnews

Top Mentioned in G3:
@ooo8o8oo
@c_coolidge

Top Mentioned in G4:
@sciam
@mothersinsci
@nature
@virusesimmunity
@sciam_cn
@sciencemagazine
@ruuskanensuvi
@natgeo
@scia
@erictopol

Top Mentioned in G5:
@sciam
@astro_jonny
@leebillings
@quantamagazine
@setiinstitute
@laurahelmuth
@emergencetheory
@worldscifest
@bgreene
@nicky_sutton_

Top Mentioned in G6:
@sciam
@ucsusa
@janelubchenco
@janel
@joebiden
@senjeffmerkley
@oregonstate
@johnpodesta
@biancamaj
@floplag

Top Mentioned in G7:
@sciam
@realdonaldtrump
@maddow
@ingrahamangle
@nytimes
@karlrove
@judgejeanine
@danaperino
@katiepavlich
@marklevinshow

Top Mentioned in G8:
@sciam
@alberteinstein
@philip_goff
@tdlctheology
@thouartthat
@wardcunningham
@horganism
@swardley
@kentbye
@worldbeyondwar

Top Mentioned in G9:
@rasushrestha
@circaha
@sciam
@iamritu
@alitr0n
@laurahelmuth
@cncptla
@herlifeadventu1

Top Mentioned in G10:
@drgjackbrown
@sciam
@ohwatajerkiam
@spireship
@cocopazzo
@julieanneda
@jenburns70

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@nblackthorne
@jatirado
@immoralreport
@sahelhkj
@raymond_norman
@rjber15
@janromes
@isaaranjuez
@evankirstel

Top Tweeters in G1:
@nblackthorne
@raymond_norman
@rjber15
@janromes
@isaaranjuez
@sddphoto
@politicalbee
@magicdmw
@lizditz
@beverly21811568

Top Tweeters in G2:
@kenkircher1
@katcapps
@world_news_eng
@morgfair
@cwharlow
@npsusa
@nihaustin
@masg66
@dvanhook822
@the_lady_red

Top Tweeters in G3:
@mariayells
@c_coolidge
@manicsocratic
@mile_by_mile
@lommx
@dragoncat936362
@laxman_xy
@answerdave
@ajblackston
@aly_hell

Top Tweeters in G4:
@femtech_
@astraea_styx
@antarianrani
@adekleine
@bostonglobe
@marciabunney
@nytimes
@visitkarte
@pink1963dsw
@washingtonpost

Top Tweeters in G5:
@businessinsider
@guardian
@anthropic
@southerngemgal
@haroldv2
@teflonmask
@red_shirt_no2
@mferrini
@nikkeiscience
@populusre

Top Tweeters in G6:
@inspiteoftrump
@awelab1956
@all100senators
@janattheocean
@takethatgods
@18diannem
@zeena4kids
@mtalpas
@mwt2008
@jyotsna2964

Top Tweeters in G7:
@reuters
@paulsorrentino3
@nypost
@stillgray
@ap
@jaketapper
@xxl
@polypolilive
@nytpolitics
@thisweekabc

Top Tweeters in G8:
@garthworld
@ansisegle
@o_g_log
@sweetpotat0314
@bane_baldy
@swardley
@stevedavidmike2
@ev_stevee
@capitainejan
@draziraphale

Top Tweeters in G9:
@kimpy123
@4evrmomof4
@gryphonmom
@indigohawthorne
@squiddly1964
@matchesmalone
@stone1ml
@nellokie
@joebabaian
@farawayeyes4

Top Tweeters in G10:
@cheezwitham
@tartancobweb
@cocopazzo
@laurendownsouth
@mimix3
@no2hitting
@celticlas
@carollei4
@bluebonnetbunny
@vashtivale42


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