sciam, Twitter, 1/4/2021 12:31:42 AM, 244752


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sciam_2021-01-03_09-30-01.xlsx
sciam_2021-01-03_09-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 04, 2021
Short Description:
sciam via NodeXL https://bit.ly/2Lk7f77
@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 6,799 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 Sunday, 03 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, 42-minute period from Sunday, 20 December 2020 at 23:18 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 : 6799
Unique Edges : 6185
Edges With Duplicates : 10842
Total Edges : 17027
Number of Edge Types : 5
Mentions : 5787
Retweet : 3215
MentionsInRetweet : 4872
Replies to : 2263
Tweet : 890
Self-Loops : 975
Reciprocated Vertex Pair Ratio : 0.025023959109786
Reciprocated Edge Ratio : 0.048826095990027
Connected Components : 605
Single-Vertex Connected Components : 468
Maximum Vertices in a Connected Component : 5757
Maximum Edges in a Connected Component : 15572
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.788966
Graph Density : 0.000208266613805978
Modularity : 0.432411
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,799 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 Sunday, 03 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, 42-minute period from Sunday, 20 December 2020 at 23:18 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:
[3] 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
[1] https://twitter.com/06jank/status/1345439838397411330
[1] https://twitter.com/sciam/status/1329820548239650826?s=19
[1] https://twitter.com/i/web/status/1343923434783293441
[1] https://twitter.com/sciam/status/1345399456141815808?s=19
[1] https://twitter.com/i/web/status/1316794382738239488

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:
[10] https://www.scientificamerican.com/article/covid-has-laid-bare-the-inequities-that-face-mothers-in-stem/
[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
[2] https://www.scientificamerican.com/article/for-a-better-connection-talk-instead-of-typing/
[1] https://www.scientificamerican.com/article/these-nine-women-should-have-key-roles-in-the-new-administration/
[1] https://twitter.com/sciam/status/1345135018235092999
[1] https://twitter.com/i/web/status/1343500163445366786
[1] https://twitter.com/virusesimmunity/status/1343632430838779904
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-immune-havoc-of-covid-19%2F

Top URLs in Tweet in G7:
[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 G8:
[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 G9:
[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 G10:
[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 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:
[25] twitter.com
[11] scientificamerican.com
[3] scienceseeker.org
[3] nationalgeographic.com
[1] bandcamp.com
[1] madeleinebaird.com
[1] youtube.com
[1] amazon.com
[1] getpocket.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:
[16] twitter.com
[15] scientificamerican.com
[4] medium.com

Top Domains in Tweet in G7:
[29] twitter.com
[9] scientificamerican.com
[2] substack.com
[1] wikipedia.org
[1] subjectio.org

Top Domains in Tweet in G8:
[7] youtube.com
[6] twitter.com
[2] reuters.com
[1] pbs.org
[1] thehill.com
[1] google.com

Top Domains in Tweet in G9:
[30] twitter.com
[11] scientificamerican.com
[2] youtube.com
[1] wikipedia.org
[1] dlcommunion.org

Top Domains in Tweet in G10:
[15] twitter.com
[4] stopthethyroidmadness.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:
[6] makethisviral
[6] malefertility
[6] topcrims
[4] sciseekpicks
[3] scicomm
[2] mothersinstem
[2] strangenewworlds
[2] ornithology
[2] citizenscience
[2] noise

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:
[78] mothersinstem
[13] covid19
[13] stem
[13] covid
[12] womeninstem
[6] academicmama
[2] scicomm
[1] vaccine
[1] vaccineswork
[1] engineering

Top Hashtags in Tweet in G7:
[6] science
[2] climatechange
[1] plastics
[1] askingforafriend

Top Hashtags in Tweet in G8:
[4] biden2020
[1] climatecrisis

Top Hashtags in Tweet in G9:
[7] endwar
[3] stoners
[3] elonmusk
[1] physics
[1] philosophy
[1] science
[1] endpoverty
[1] consciousness
[1] consciousagents

Top Hashtags in Tweet in G10:
[71] cardiovasculardisease
[71] bipolardisorder
[1] carriefisher

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

Top Words in Tweet in G1:
[2767] sciam
[193] 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:
[77] sciam
[29] nature
[15] sciencemagazine
[13] fdelatg
[13] axolotl
[13] ambystoma
[13] mexicanum
[13] national
[13] icon
[13] mexico

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:
[127] sciam
[105] mothersinsci
[86] inequities
[82] recently
[82] wrote
[79] systemic
[78] barriers
[78] #mothersinstem
[77] piece
[77] discussing

Top Words in Tweet in G7:
[136] science
[94] sciam
[78] ucsusa
[53] janelubchenco
[53] senjeffmerkley
[52] good
[51] need
[51] great
[50] public
[48] center

Top Words in Tweet in G8:
[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 G9:
[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 G10:
[113] rasushrestha
[72] very
[72] people
[71] importantly
[71] onset
[71] #cardiovasculardisease
[71] occurs
[71] prematurely
[71] #bipolardisorder
[71] 17

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:
[13] axolotl,ambystoma
[13] ambystoma,mexicanum
[13] mexicanum,national
[13] national,icon
[13] icon,mexico
[13] mexico,conservation
[13] conservation,paradox
[13] paradox,probably
[13] probably,widely
[12] fdelatg,axolotl

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:
[78] systemic,barriers
[77] recently,wrote
[77] wrote,piece
[77] piece,sciam
[77] sciam,discussing
[77] discussing,inequities
[77] inequities,systemic
[77] barriers,faced
[77] faced,#mothersinstem
[76] mothersinsci,recently

Top Word Pairs in Tweet in G7:
[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 G8:
[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 G9:
[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 G10:
[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 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
@lucymodahlmd
@theeconomist
@breannalynp
@whitehouse
@___common_sense
@drozdinler

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

Top Replied-To in G6:
@antoinestier
@naphisoc
@geraldvlasic
@virusesimmunity
@sciam
@ruuskanensuvi
@mothersinsci
@swetalk
@erictopol

Top Replied-To in G7:
@ucsusa
@senjeffmerkley
@sciam
@monkey1371
@jhughstrickland
@charlieulm
@floplag
@clukey83
@stagedconcept
@pollygracedono1

Top Replied-To in G8:
@stillgray
@davidfrum
@sciam
@diariomedico
@maxx48503800
@newsmax
@kloeffler
@perduesenate
@joebiden
@allfowledup

Top Replied-To in G9:
@kentbye
@horganism
@sciam
@alberteinstein
@johnbywater
@danfalk
@falzone_jeffrey
@thouartthat
@robertdsmeets
@oconnorcolette

Top Replied-To in G10:
@rasushrestha
@herlifeadventu1
@cncptla
@valiswatson
@starlingsummer1
@rackstar_1
@kellyhousman
@deezee333
@alitr0n
@xpertss97_jeff

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
@nature
@sciencemagazine
@fdelatg
@natgeo
@nasa
@newscientist
@nytimes
@time
@theatlantic

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

Top Mentioned in G6:
@sciam
@mothersinsci
@virusesimmunity
@sciam_cn
@swetalk
@ruuskanensuvi
@scia
@womeninoptics
@500womensci
@naphisoc

Top Mentioned in G7:
@sciam
@ucsusa
@janelubchenco
@janel
@joebiden
@senjeffmerkley
@oregonstate
@johnpodesta
@biancamaj
@floplag

Top Mentioned in G8:
@sciam
@realdonaldtrump
@maddow
@ingrahamangle
@nytimes
@karlrove
@judgejeanine
@danaperino
@katiepavlich
@marklevinshow

Top Mentioned in G9:
@sciam
@alberteinstein
@philip_goff
@tdlctheology
@thouartthat
@wardcunningham
@horganism
@swardley
@kentbye
@worldbeyondwar

Top Mentioned in G10:
@rasushrestha
@circaha
@sciam
@iamritu
@alitr0n
@laurahelmuth
@cncptla
@herlifeadventu1

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:
@bostonglobe
@nytimes
@washingtonpost
@time
@usatoday
@thedailybeast
@wsj
@latimes
@torontostar
@bostonherald

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

Top Tweeters in G6:
@femtech_
@astraea_styx
@antarianrani
@adekleine
@marciabunney
@visitkarte
@shyduroff
@academicchatter
@naphisoc
@jandroid

Top Tweeters in G7:
@inspiteoftrump
@awelab1956
@all100senators
@janattheocean
@takethatgods
@18diannem
@zeena4kids
@mtalpas
@mwt2008
@jyotsna2964

Top Tweeters in G8:
@reuters
@paulsorrentino3
@nypost
@stillgray
@jaketapper
@xxl
@polypolilive
@nytpolitics
@thisweekabc
@newsmax

Top Tweeters in G9:
@garthworld
@ansisegle
@o_g_log
@sweetpotat0314
@bane_baldy
@swardley
@stevedavidmike2
@ev_stevee
@capitainejan
@draziraphale

Top Tweeters in G10:
@kimpy123
@4evrmomof4
@gryphonmom
@indigohawthorne
@squiddly1964
@matchesmalone
@stone1ml
@nellokie
@joebabaian
@farawayeyes4


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