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sciam_2023-01-15_13-19-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2023
Short Description:
sciam via NodeXL https://bit.ly/3H3sx2r
@sciam
@lostwomenofsci
@laurahelmuth
@sanjanacurtis
@astroaugusto
@markfischetti
@blasphemousban1
@realstewpeters
@songodualoveden
@whocares011813

Top hashtags:
#covidisairborne
#basicincome
#automation
#science
#xbb15
#space

Description:
Description
The graph represents a network of 4,550 Twitter users whose recent tweets contained "sciam", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 21:23 UTC.

The tweets in the network were tweeted over the 2084-day, 4-hour, 27-minute period from Monday, 01 May 2017 at 20:23 UTC to Sunday, 15 January 2023 at 00:51 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4550
Unique Edges : 3404
Edges With Duplicates : 13067
Total Edges : 16471
Number of Edge Types : 9
Replies to : 2761
MentionsInReplyTo : 6250
MentionsInRetweet : 3550
Retweet : 1993
Mentions : 866
MentionsInQuote : 173
Quote : 435
Tweet : 177
MentionsInQuoteReply : 266
Self-Loops : 470
Reciprocated Vertex Pair Ratio : 0.0248615226072395
Reciprocated Edge Ratio : 0.0485168426344897
Connected Components : 35
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 4374
Maximum Edges in a Connected Component : 16133
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.734947
Graph Density : 0.000384385893288949
Modularity : 0.339153
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,550 Twitter users whose recent tweets contained "sciam", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 21:23 UTC.

The tweets in the network were tweeted over the 2084-day, 4-hour, 27-minute period from Monday, 01 May 2017 at 20:23 UTC to Sunday, 15 January 2023 at 00:51 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[58] https://twitter.com/sciam/status/1611515577234767872
[46] https://twitter.com/sciam/status/1611515577234767872?s=12&t=_neAdw8pbwmL1GeyylF9bw
[30] https://www.scientificamerican.com/article/oceans-break-heat-record-for-fourth-year-in-a-row/
[24] https://twitter.com/laurahelmuth/status/1611877742298939394
[24] https://twitter.com/sciam/status/1613184919265501184
[21] https://www.scientificamerican.com/article/why-california-is-being-deluged-by-atmospheric-rivers/
[21] https://www.youtube.com/watch?v=dlqB98eGlF4&feature=youtu.be

[20] https://twitter.com/sciam/status/1611447710137073664
[20] https://twitter.com/sciam/status/1611017756861763585
[17] https://www.scientificamerican.com/article/damar-hamlins-collapse-highlights-the-violence-black-men-experience-in-football/

Top URLs in Tweet in G1:
[33] https://twitter.com/sciam/status/1611515577234767872
[16] https://www.scientificamerican.com/article/why-california-is-being-deluged-by-atmospheric-rivers/
[14] https://twitter.com/sciam/status/1613184919265501184
[13] https://www.scientificamerican.com/article/damar-hamlins-collapse-highlights-the-violence-black-men-experience-in-football/
[13] https://twitter.com/sciam/status/1611017756861763585
[11] https://www.scientificamerican.com/article/see-the-largest-flower-ever-found-encased-in-amber/
[11] https://twitter.com/sciam/status/1611447710137073664
[9] https://twitter.com/sciam/status/1612905156017790976
[9] https://www.scientificamerican.com/article/why-covids-xbb-1-5-kraken-variant-is-so-contagious/
[8] https://www.scientificamerican.com/article/are-quantum-computers-about-to-break-online-privacy/

Top URLs in Tweet in G2:
[16] https://twitter.com/laurahelmuth/status/1611877742298939394
[10] https://twitter.com/sciam/status/1611515577234767872
[8] https://twitter.com/laurahelmuth/status/1611855403624853504
[7] https://twitter.com/TonyDungy/status/1611551363212922881?s=20&t=qjfc3QJ1LruJffL5AmUrwg
[7] https://twitter.com/laurahelmuth/status/1611855403624853504?s=20&t=cUAoPzc4q-ZGudE_-wpXXg
[4] https://twitter.com/monitoringbias/status/1612301016833064962/photo/1
[4] https://twitter.com/Billy75Williams/status/1613088047993683969/photo/1
[4] https://twitter.com/laurahelmuth/status/1305872977741754372
[4] https://twitter.com/GhioLena/status/1605285788509523970/photo/1
[4] https://twitter.com/MrMatthewTodd/status/1613229610514145286/photo/1

Top URLs in Tweet in G3:
[21] https://www.youtube.com/watch?v=dlqB98eGlF4&feature=youtu.be

[8] https://www.youtube.com/watch?v=n8cBiZPYKEI&feature=youtu.be

[7] https://www.youtube.com/watch?v=t4sL6wA1c5M&feature=youtu.be
[3] https://poocoin.app/tokens/0x47b699024d2ba4aaa46b570e701689aa53f05236
[3] https://t.me/GoogLyBotToken
[2] https://www.youtube.com/watch?v=DmAxrv_OJo8&feature=youtu.be
[1] https://www.lostwomenofscience.org/shorts
[1] https://twitter.com/LostWomenofSci/status/1612945190825897984/video/1
[1] https://twitter.com/LostWomenofSci/status/1613300751975198720/video/1
[1] https://www.scientificamerican.com/article/leona-zacharias-helped-solve-a-blindness-epidemic-among-premature-babies-she-received-little-credit/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1673538568

Top URLs in Tweet in G4:
[4] https://twitter.com/OmarKhayyam3rd/status/1613338876470530055/photo/1
[4] https://twitter.com/OmarKhayyam3rd/status/1613278351397097473/photo/1
[3] https://purposeofthelife.com/life-hereafter
[3] https://drive.google.com/file/d/1pNZRWqVTSYObHeM2Gp4kr99hAUGwBKQ0/view?usp=sharing
[2] https://www.scientificamerican.com/article/ancient-americans-crossed-back-into-siberia-in-a-two-way-migration-new-evidence-shows/
[2] https://twitter.com/Lyde15/status/1612430065588965376/photo/1
[2] https://babyawacs.wordpress.com/2023/01/14/redcross-harvard_tox-harvardlife-msf_foundation-doctorswithoutborders-medecinssansfrontieres-energy-sciam-doescience-iaeaorg-nature-virology-virus-support-demystify-prionen-p/
[2] https://babyawacs.wordpress.com/2023/01/14/pontifex-pontifex_de-ekd-redcross-harvard_tox-harvardlife-msf_foundation-doctorswithoutborders-medecinssansfrontieres-energy-sciam-doescience-iaeaorg-nature-virology-virus/
[1] https://www.grammarly.com/blog/simple-present/
[1] https://twitter.com/OmarKhayyam3rd/status/1613323651952132097/photo/1

Top URLs in Tweet in G5:
[3] https://twitter.com/markwarling3/status/1613225456483897354/photo/1
[2] https://www.scientificamerican.com/article/why-covids-xbb-1-5-kraken-variant-is-so-contagious/?amp;text=Why
[1] https://www.scientificamerican.com/article/masks-are-a-proven-way-to-defend-yourself-from-respiratory-infections/?amp;text=Masks
[1] https://twitter.com/sciam/status/1612905156017790976
[1] https://www.scientificamerican.com/article/why-covids-xbb-1-5-kraken-variant-is-so-contagious/

Top URLs in Tweet in G6:
[2] https://twitter.com/LaMDA__P559_7_/status/1613650830938218496/photo/1
[1] https://twitter.com/AnMike7/status/1612977260562370560/photo/1
[1] https://twitter.com/AnMike7/status/1612979643510034435/photo/1
[1] https://www.academia.edu/72625672/_FEDERAL_QUESTIONS_APPENDIX_A_15_pg_SUPPLEMENTAL_BRIEF_RULE_15_8_HOMELESSNESS_A_HAZARDOUS_THREAT_TO_LIFE_JUDICIAL_REVIEW_OF_EXPERIMENTAL_NANO_BIOTECHNOLOGY_and_NANO_ROBOTICS_IN_SITU_DRUG_DELIVERY_A_PUBLIC_CONCERN_Williams_19_5405_U_S_S_CT_
[1] https://www.academia.edu/72627071/_463_pg_SUPPLEMENT_BRIEF_HOMELESSNESS_A_HAZARDOUS_THREAT_TO_LIFE_Williams_19_5405_U_S_S_Ct_
[1] https://twitter.com/sciam/status/1612926402067570689
[1] https://twitter.com/OOBEJuan/status/1612586184370454531/photo/1
[1] https://twitter.com/OOBEJuan/status/1612912876624412673/photo/1
[1] https://twitter.com/OOBEJuan/status/1612988934908174338/photo/1
[1] https://twitter.com/OOBEJuan/status/1612988886120288256/photo/1

Top URLs in Tweet in G7:
[1] https://www.scientificamerican.com/article/better-atmospheric-river-forecasts-are-giving-emergency-planners-more-time-to-prepare-for-flooding/
[1] https://www.scientificamerican.com/article/weird-weather-how-to-tell-a-williwaw-from-a-haboob/
[1] https://blogs.scientificamerican.com/sa-visual/remembering-bunji-tagawa/?amp;text=Remembering
[1] https://twitter.com/DawnWhistler711/status/1613641945037025281/photo/1
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fbetter-atmospheric-river-forecasts-are-giving-emergency-planners-more-time-to-prepare-for-flooding%2F
[1] https://twitter.com/sciam/status/1612873672649310208
[1] https://twitter.com/sdharv19/status/1613202405377867778/photo/1

Top URLs in Tweet in G8:
[7] https://twitter.com/sciam/status/1612464507934195713
[2] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fhow-star-collisions-forge-the-universes-heaviest-elements%2F
[1] https://twitter.com/sanjanacurtis/status/1612929971789434881/photo/1

Top URLs in Tweet in G9:
[46] https://twitter.com/sciam/status/1611515577234767872?s=12&t=_neAdw8pbwmL1GeyylF9bw
[2] https://twitter.com/sciam/status/1611530593765842946
[2] https://twitter.com/sciam/status/1610797274325475330
[1] https://twitter.com/noisy_98/status/1612996380196311042/photo/1
[1] https://twitter.com/TheRabbitHole84/status/1611527137382772736/photo/1
[1] https://twitter.com/ProudIdealist/status/1612995733103190016/photo/1

Top URLs in Tweet in G10:
[1] https://twitter.com/ianmSC/status/1305902391003283456/photo/1
[1] https://twitter.com/sciam/status/1610797274325475330
[1] https://www.youtube.com/watch?v=LLY0EKotBQ8&feature=youtu.be

[1] https://www.youtube.com/watch?v=QB3pxBDZvf4&feature=youtu.be

[1] https://www.youtube.com/watch?v=Cm5Nevsj1CE&feature=youtu.be

[1] https://www.youtube.com/watch?v=aqzjRp5xozg&feature=youtu.be

[1] https://www.youtube.com/watch?v=ixWL1BWi44U&feature=youtu.be

[1] https://twitter.com/BobbyGoldenDeez/status/1613211992948609029/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1035] twitter.com
[536] scientificamerican.com
[59] youtube.com
[10] worldsolutions.work
[10] paper.li
[8] news-medical.net
[7] t.me
[7] substack.com
[6] hotair.com
[5] venturebeat.com

Top Domains in Tweet in G1:
[367] scientificamerican.com
[364] twitter.com
[7] youtube.com
[3] t.me
[3] locals.com
[3] blogspot.com
[3] rozenbergquarterly.com
[2] msha.ke
[2] smithsonianmag.com
[2] tinder-miner.com

Top Domains in Tweet in G2:
[183] twitter.com
[21] scientificamerican.com
[3] youtube.com
[2] substack.com
[2] cbsnews.com
[2] blackburncenter.org
[2] msn.com
[2] nypost.com
[1] nytimes.com
[1] spotrac.com

Top Domains in Tweet in G3:
[38] youtube.com
[9] twitter.com
[4] scientificamerican.com
[3] poocoin.app
[3] t.me
[1] lostwomenofscience.org
[1] af.mil
[1] thefp.com
[1] people.in
[1] deletionpedia.org

Top Domains in Tweet in G4:
[38] twitter.com
[5] paper.li
[4] scientificamerican.com
[4] wordpress.com
[3] purposeofthelife.com
[3] google.com
[1] grammarly.com
[1] realityslaststand.com
[1] englishstudypage.com
[1] notthebee.com

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

Top Domains in Tweet in G6:
[12] twitter.com
[2] academia.edu
[1] apnews.com

Top Domains in Tweet in G7:
[4] scientificamerican.com
[3] twitter.com

Top Domains in Tweet in G8:
[8] twitter.com
[2] scientificamerican.com

Top Domains in Tweet in G9:
[53] twitter.com

Top Domains in Tweet in G10:
[5] youtube.com
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[71] covidisairborne
[21] basicincome
[17] automation
[16] science
[16] xbb15
[12] space
[11] mountainglaciers
[11] cdnpoli
[10] ai
[10] gascloud



Top Hashtags in Tweet in G1:
[7] tech
[7] digital
[7] data
[6] science
[4] chatgpt
[4] scientificamerican
[3] atmosphericriver
[3] quantum
[3] privacy
[3] covid19

Top Hashtags in Tweet in G2:
[3] scrying
[3] quantumphysics
[2] scientificamerican
[1] blackinblueduke
[1] twitterfiles
[1] light
[1] water
[1] time
[1] space
[1] thewayofwater

Top Hashtags in Tweet in G3:
[2] womeninstem
[1] science
[1] atmosphericriver
[1] floodpreparation
[1] wawx
[1] orwx
[1] plasticpollution
[1] insects
[1] genetics

Top Hashtags in Tweet in G4:
[2] dna
[1] confidenceinresearch
[1] lockhimup
[1] weightloss
[1] sbexperts
[1] twitterfiles
[1] cern
[1] lhc
[1] usa
[1] refillit

Top Hashtags in Tweet in G5:
[69] covidisairborne
[1] kraken
[1] xbb15

Top Hashtags in Tweet in G6:
[2] faucifiles
[2] fauci
[2] joebiden
[2] biden
[2] covid
[2] covid19
[1] pfizerfiles
[1] pfizer
[1] nfl
[1] damarhamlin

Top Hashtags in Tweet in G7:
[1] bunjitagawa
[1] art
[1] appliedarts
[1] illustration
[1] internment
[1] tagawa
[1] mis11
[1] projectpopeye
[1] depopulation
[1] staywoke

Top Hashtags in Tweet in G8:
[1] covidisairborne

Top Hashtags in Tweet in G10:
[1] wrapsuredeatheventimends
[1] rapture
[1] thedeathofsleepapnea
[1] diamondeye
[1] swordartonline
[1] christianity
[1] religiousfreedom
[1] shesusongoflove
[1] swordoftruthwizardrules
[1] sometentoremindu

Top Words
Top Words in Tweet in Entire Graph:
[4192] sciam
[643] black
[559] tonydungy
[530] laurahelmuth
[429] scientific
[392] people
[383] science
[356] article
[353] nfl
[329] more

Top Words in Tweet in G1:
[1575] sciam
[165] black
[156] science
[140] scientific
[126] more
[104] people
[97] american
[85] article
[78] football
[68] collapse

Top Words in Tweet in G2:
[1279] sciam
[534] tonydungy
[442] laurahelmuth
[334] black
[256] nfl
[201] article
[167] ridiculous
[154] player
[153] man
[150] scientific

Top Words in Tweet in G3:
[262] sciam
[191] lostwomenofsci
[149] premature
[148] leona
[148] zacharias
[144] going
[143] being
[142] born
[142] 1940s
[142] wa

Top Words in Tweet in G4:
[58] sciam
[23] nature
[18] libsoftiktok
[18] thereldandan
[18] seanmcarroll
[17] lecanardnoir
[17] alicedreger
[14] science
[14] omarkhayyam3rd
[14] heather_pw

Top Words in Tweet in G5:
[72] variant
[71] astroaugusto
[70] n95
[69] #covidisairborne
[69] spaces
[69] filters
[69] proof
[69] hepa
[69] indoor
[69] protections

Top Words in Tweet in G6:
[23] sciam
[8] stephenking
[7] thedailyshow
[6] 60minutes
[6] craigyferg
[6] astro_cady
[6] kermitthefrog
[6] caswelltess
[6] ntsb
[6] ericidle

Top Words in Tweet in G7:
[81] markfischetti
[75] good
[72] recent
[72] california
[72] atmospheric
[72] warnings
[71] rivers
[71] forecasters
[71] weeks
[71] hit

Top Words in Tweet in G8:
[86] sanjanacurtis
[67] truly
[67] yours
[16] sciam
[12] laurahelmuth
[8] article
[6] heavy
[5] fusions
[5] icymi
[5] stars

Top Words in Tweet in G9:
[48] breaking
[48] black
[48] football
[48] men
[47] violence
[47] field
[47] disproportionally
[46] affected
[46] rising_serpent
[45] realstewpeters

Top Words in Tweet in G10:
[26] sciam
[18] laurahelmuth
[18] ianmsc
[17] mask
[17] american
[17] use
[17] widespread
[16] continuing
[16] scientific
[16] deaths

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[525] tonydungy,sciam
[269] scientific,american
[253] laurahelmuth,sciam
[168] nfl,player
[168] sciam,black
[166] black,man
[161] former,nfl
[160] article,absolutely
[159] player,article
[159] absolutely,ridiculous

Top Word Pairs in Tweet in G1:
[79] scientific,american
[52] damar,hamlin
[51] editor,chief
[50] black,holes
[44] core,black
[44] curves,infinitely
[44] holes,points
[44] infinitely,dividing
[44] spacetime,curves
[44] zero,mathematically

Top Word Pairs in Tweet in G2:
[501] tonydungy,sciam
[220] laurahelmuth,sciam
[148] nfl,player
[148] black,man
[147] sciam,black
[144] former,nfl
[143] article,absolutely
[142] man,former
[142] absolutely,ridiculous
[142] player,article

Top Word Pairs in Tweet in G3:
[148] leona,zacharias
[142] going,blind
[142] 1940s,premature
[141] being,born
[141] newborns,going
[141] blind,being
[141] perfectly,healthy
[141] healthy,eyes
[141] eyes,leona
[141] born,perfectly

Top Word Pairs in Tweet in G4:
[17] sciam,nature
[17] alicedreger,seanmcarroll
[16] libsoftiktok,sciam
[16] nature,alicedreger
[12] lecanardnoir,libsoftiktok
[12] thereldandan,lecanardnoir
[8] heather_pw,thereldandan
[6] thereldandan,libsoftiktok
[6] omarkhayyam3rd,thereldandan
[5] technology,stories

Top Word Pairs in Tweet in G5:
[69] proof,protections
[69] filters,ventilation
[69] variant,proof
[69] protections,n95
[69] know,variant
[69] n95,masks
[69] hepa,filters
[69] spaces,#covidisairborne
[69] masks,hepa
[69] ventilation,indoor

Top Word Pairs in Tweet in G6:
[6] caswelltess,stephenking
[6] ntsb,craigyferg
[6] energy,sciam
[6] faanews,ntsb
[6] stephenking,iamwandasykes
[6] latelateshow,trevornoah
[6] thedailyshow,faanews
[6] monicalewinsky,wolfblitzer
[6] roarquette,monicalewinsky
[6] sally_field,roarquette

Top Word Pairs in Tweet in G7:
[71] hit,california
[71] recent,weeks
[71] atmospheric,rivers
[71] weeks,warnings
[71] good,forecasters
[71] six,atmospheric
[71] rivers,hit
[71] california,recent
[71] warnings,good
[70] markfischetti,six

Top Word Pairs in Tweet in G8:
[67] yours,truly
[66] sanjanacurtis,yours
[4] shards,shattered
[4] exist,amidst
[4] très,bien
[4] star,collisions
[4] amidst,scattered
[4] great,article
[4] neutrons,pulsions
[4] shattered,stars

Top Word Pairs in Tweet in G9:
[48] black,men
[47] violence,football
[47] football,field
[47] men,disproportionally
[47] breaking,black
[46] disproportionally,affected
[46] affected,violence
[45] field,breaki
[45] realstewpeters,breaking
[27] literally,killed

Top Word Pairs in Tweet in G10:
[17] laurahelmuth,sciam
[17] mask,use
[17] widespread,mask
[16] deaths,china
[16] scientific,american
[16] reduce,number
[16] china,covid
[16] number,deaths
[16] claiming,continuing
[16] covid,wave

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@tonydungy
@markrpellegrino
@adamnicholson
@ritapanahi
@canxiousfor20
@jdog969
@scottsantens
@harmfuljohn

Top Replied-To in G1:
@sciam
@ritapanahi
@jonnymicro
@johnrlottjr
@tpc4usa
@zephirinhermile
@gila29699944
@bexstreams
@fatefulhaven
@tonydungy

Top Replied-To in G2:
@laurahelmuth
@sciam
@tonydungy
@adamnicholson
@harmfuljohn
@realnikm
@addictchapstick
@xenosbreed
@monitoringbias
@donniccolo

Top Replied-To in G3:
@sciam
@canxiousfor20
@jdog969
@lostwomenofsci
@wshizer
@logicalmd33
@bob_wachter
@i_shitter
@maryhowle
@firstcircle12

Top Replied-To in G4:
@omarkhayyam3rd
@heather_pw
@lecanardnoir
@asssddggdss
@jimmy_dore
@not_the_bee
@redcross
@pontifex
@sethdillon
@lisa_iannattone

Top Replied-To in G5:
@tryangregory
@haythammatthews
@astroaugusto
@sciam

Top Replied-To in G6:
@sciam
@60minutes
@quora
@mediclit
@ap
@laurahelmuth
@freyafirst
@msnbc

Top Replied-To in G7:
@sciam
@markfischetti
@kpinkas
@brianco43735860
@realdanlee
@larnarus
@dawnwhistler711
@patchworknews
@cugoesky

Top Replied-To in G8:
@laurahelmuth
@sseebohm
@nancydeziel

Top Replied-To in G9:
@sciam
@rising_serpent

Top Replied-To in G10:
@laurahelmuth
@luckytran
@abraarkaran
@ianmsc
@genxarmybrat
@ethelmertiz
@petermdavies80
@seranki
@kellbusch367

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@tonydungy
@laurahelmuth
@lostwomenofsci
@tracie_canada
@sanjanacurtis
@markfischetti
@astroaugusto
@scottsantens
@rising_serpent

Top Mentioned in G1:
@sciam
@ritapanahi
@bexstreams
@astrazenecaus
@tpc4usa
@tonydungy
@johnrlottjr
@slbehrman
@kuriharan

Top Mentioned in G2:
@sciam
@tonydungy
@laurahelmuth
@tracie_canada
@therabbithole84
@drosssports
@monitoringbias
@lellius
@raharrisonpa
@basil46638959

Top Mentioned in G3:
@lostwomenofsci
@sciam
@katiehafner
@prx
@naomioreskes
@google
@bob_wachter
@larrybrilliant
@logicalmd33
@myannaverse

Top Mentioned in G4:
@sciam
@nature
@thereldandan
@libsoftiktok
@seanmcarroll
@alicedreger
@lecanardnoir
@heather_pw
@omarkhayyam3rd
@asssddggdss

Top Mentioned in G5:
@astroaugusto
@mackayim
@sciam
@tryangregory
@laurahelmuth

Top Mentioned in G6:
@sciam
@stephenking
@thedailyshow
@energy
@astro_cady
@caswelltess
@iamwandasykes
@newyorker
@noaa
@latelateshow

Top Mentioned in G7:
@markfischetti
@sciam
@kpinkas
@cornell
@artcenteredu
@designmattersca
@notsoproudyank
@mackayim

Top Mentioned in G8:
@sanjanacurtis
@sciam
@laurahelmuth
@nancydeziel
@drewdellinger
@sseebohm
@astroaugusto
@michael_w_busch
@augustpamplona

Top Mentioned in G9:
@rising_serpent
@realstewpeters
@sciam
@therabbithole84
@foehammer01
@proudidealist

Top Mentioned in G10:
@sciam
@ianmsc
@laurahelmuth
@timmy15901742
@fleurcompassion
@victorekman5
@reversed_mind
@anonymousson17
@morelovenotless
@abc

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@jurylady5
@cybersecurityn8
@_redfrog
@lizditz
@vonrosenchild
@ansisegle
@magicdmw
@jjj5819
@minhkular

Top Tweeters in G1:
@jurylady5
@minhkular
@miti_vigliero
@tomflowers
@6parmakokan
@jonups_
@lucillagiannot1
@betterpost1
@zoom81
@mactavish

Top Tweeters in G2:
@bassaces1
@estarianne
@betseyross
@1jasliz
@slate
@jtlol
@politicalant
@garthgodsman
@seldengadawgs
@luigi_warren

Top Tweeters in G3:
@jjj5819
@lehimesa
@washumom
@theresamax
@lorettabower3
@cmargaronis
@wismiss3
@longfellowjean
@jjaazzee1
@januaryhandl

Top Tweeters in G4:
@guardian
@captainamerica
@gma
@aly_hell
@omarali50
@verge
@lecanardnoir
@popsci
@techreview
@lifeboathq

Top Tweeters in G5:
@sexygirl798
@ochreblue
@saffiya_khan1
@revmagdalen
@hardlytimes
@donaldverger
@_lnnen_wt
@peepsqueak
@ssimms777
@lsthart

Top Tweeters in G6:
@hashtagroundup
@foxnews
@bbcnews
@nytimes
@latimes
@time
@bbcworld
@ap
@mollygalt
@enews

Top Tweeters in G7:
@vonrosenchild
@barbiewithatude
@shayne571
@binderfaith1
@btptechsearch
@veronicacris
@gladeolie
@urbanwitch9
@bertus161057
@dharmapalabum

Top Tweeters in G8:
@lulu_graezinski
@anthropic
@justafandavid
@tristanbergh
@chabis_ch
@askgerbil
@jeffhavig
@ei9iw
@krlaw6
@red_shirt_no2

Top Tweeters in G9:
@tumalwas
@eileendiana
@mishymoddle
@kebie19
@maga4justice
@moniquecook20
@louisbadalament
@congrats_usa
@sandra71005599
@rising_serpent

Top Tweeters in G10:
@abc
@cbsnews
@nbcnews
@fleurcompassion
@godhelpustx1
@weatherchannel
@morelovenotless
@avatans
@67muellerpeter
@petermdavies80


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