sciam, Twitter, 3/19/2023 8:30:35 PM, 291639


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sciam_2023-03-19_13-19-11.xlsx
sciam_2023-03-19_13-19-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2023
Short Description:
sciam via NodeXL https://bit.ly/3LwtnIN
@sciam
@laurahelmuth
@brooklynmarie
@quantamagazine
@isalsamtweets
@raxisol1
@sophiebushwick
@justinalpertesq
@lizditz
@aarzoo786143

Top hashtags:
#piday
#longcovid
#neurological
#science
#ai
#crneur
#covid19
#nature
#cdnpoli

Description:
Description
The graph represents a network of 4,897 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 20:24 UTC.

The tweets in the network were tweeted over the 4319-day, 1-hour, 14-minute period from Saturday, 21 May 2011 at 22:45 UTC to Saturday, 18 March 2023 at 23:59 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 : 4897
Unique Edges : 4119
Edges With Duplicates : 10987
Total Edges : 15106
Number of Edge Types : 9
Replies to : 1581
MentionsInReplyTo : 4339
MentionsInQuoteReply : 158
Quote : 494
Retweet : 2424
MentionsInRetweet : 4159
Mentions : 1438
Tweet : 185
MentionsInQuote : 328
Self-Loops : 471
Reciprocated Vertex Pair Ratio : 0.0314129467124507
Reciprocated Edge Ratio : 0.0609124537607892
Connected Components : 45
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 4763
Maximum Edges in a Connected Component : 14833
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.924727
Graph Density : 0.000338258984759243
Modularity : 0.407043
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,897 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 20:24 UTC.

The tweets in the network were tweeted over the 4319-day, 1-hour, 14-minute period from Saturday, 21 May 2011 at 22:45 UTC to Saturday, 18 March 2023 at 23:59 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:
[69] https://www.scientificamerican.com/article/a-four-day-workweek-reduces-stress-without-hurting-productivity/
[51] https://www.scientificamerican.com/article/theres-a-psychological-vaccine-against-misinformation/
[37] https://www.scientificamerican.com/article/quantum-computing-is-the-future-and-schools-need-to-catch-up/
[33] https://www.scientificamerican.com/article/long-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments/
[32] https://twitter.com/sciam/status/1635318843311546370
[30] https://twitter.com/sciam/status/1636913912141565954
[24] https://www.youtube.com/watchv=giAO6d9vKYE&feature=youtu.be
[20] https://twitter.com/sciam/status/1634185122869047298
[20] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Flong-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments%2F
[20] https://twitter.com/sciam/status/1635292893681422344

Top URLs in Tweet in G1:
[39] https://www.scientificamerican.com/article/theres-a-psychological-vaccine-against-misinformation/
[30] https://www.scientificamerican.com/article/quantum-computing-is-the-future-and-schools-need-to-catch-up/
[26] https://twitter.com/sciam/status/1636913912141565954
[22] https://www.scientificamerican.com/article/long-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments/
[19] https://www.scientificamerican.com/article/a-four-day-workweek-reduces-stress-without-hurting-productivity/
[17] https://twitter.com/sciam/status/1634903082164449280
[16] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Flong-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments%2F
[16] https://twitter.com/sciam/status/1634185122869047298
[16] https://twitter.com/sciam/status/1635318843311546370
[14] https://www.scientificamerican.com/article/changing-clocks-to-daylight-saving-time-is-bad-for-your-health/

Top URLs in Tweet in G2:
[14] https://www.youtube.com/watch?v=KLVrcQQfyL8&feature=youtu.be

[13] https://www.youtube.com/watch?v=sXJcpdXg7g8&feature=youtu.be

[10] https://www.scientificamerican.com/article/will-controversy-sink-this-superconductivity-breakthrough/
[8] https://www.youtube.com/watch?v=Pm_ds_x55Xs&feature=youtu.be

[5] https://www.scientificamerican.com/article/what-the-new-gpt-4-ai-can-do/
[5] https://www.scientificamerican.com/article/heres-the-real-story-behind-the-massive-blob-of-seaweed-heading-toward-florida/
[5] https://www.scientificamerican.com/article/tiny-spider-fells-prey-many-times-its-size/
[5] https://www.youtube.com/watch?v=IL8_Ni8ubDc&feature=youtu.be

[4] https://www.scientificamerican.com/article/how-to-avoid-the-dreaded-norovirus/
[4] https://www.scientificamerican.com/article/vitamin-d-supplements-probably-wont-prevent-mental-illness-after-all/

Top URLs in Tweet in G3:
[24] https://www.youtube.com/watchv=giAO6d9vKYE&feature=youtu.be
[5] https://twitter.com/SethMacFarlane/status/1633866785740165120
[4] https://twitter.com/Raxisol1/status/1636939895712395264/photo/1
[4] https://twitter.com/Raxisol1/status/1637124149582888960/photo/1
[3] https://twitter.com/Bellatrixgrl/status/1635777975114399745/photo/1
[2] https://twitter.com/gibbee1/status/1636915852657213441/photo/1
[2] https://www.ipcc.ch/2022/02/28/pr-wgii-ar6/
[2] https://earthjustice.org/article/overlooked-connections-between-black-injustice-and-environmentalism
[2] https://apple.news/A4V6eiz3gSnuxlCPM2aR_iA
[2] https://www.noaa.gov/education/resource-collections/climate/climate-change-impacts

Top URLs in Tweet in G4:
[46] https://www.scientificamerican.com/article/a-four-day-workweek-reduces-stress-without-hurting-productivity/
[3] https://twitter.com/sciam/status/1635292893681422344
[3] https://twitter.com/sciam/status/1637103807392800772
[3] https://twitter.com/EmoryCSHH/status/1636508161472339969/photo/1
[2] https://www.scientificamerican.com/article/what-is-pi-and-how-did-it-originate/?amp;text=What
[2] https://twitter.com/sciam/status/1634185122869047298
[2] https://www.scientificamerican.com/article/theres-a-psychological-vaccine-against-misinformation/
[2] https://express.adobe.com/video/lvPdlimt0orvY
[2] https://twitter.com/sciam/status/1635292893681422344?s=20
[2] https://nytimes.com/2022/12/06/books/pests-book-rats-cats.html

Top URLs in Tweet in G5:
[4] https://www.scientificamerican.com/article/long-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments/
[3] https://www.youtube.com/watch?v=mIU2FCyE3gc&feature=youtu.be

[2] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Flong-covid-now-looks-like-a-neurological-disease-helping-doctors-to-focus-treatments%2F
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fdecoding-a-disorder-at-the-interface-of-mind-and-brain%2F
[1] https://www.wfae.org/show/charlotte-talks-with-mike-collins/2023-03-14/three-years-after-the-start-of-the-pandemic-long-covid-is-a-major-concern-for-patients-and-doctors
[1] https://stephanieshafer.com/
[1] https://twitter.com/LNCB_IISER_Pune/status/1636388572323516419/photo/1
[1] https://www.sciencedirect.com/science/article/pii/S2665945X23000098?via%3Dihub
[1] https://twitter.com/AmanpourCoPBS/status/1636464544221372436/video/1
[1] https://twitter.com/AmanpourCoPBS/status/1636463879537434625/video/1

Top URLs in Tweet in G6:
[3] https://twitter.com/sciam/status/1635318843311546370
[1] https://twitter.com/sciam/status/1634633609775595522

Top URLs in Tweet in G7:
[4] https://twitter.com/frigerzoid/status/1635743236529741824/photo/1
[2] https://www.scientificamerican.com/article/the-little-known-origin-story-behind-the-2022-nobel-prize-in-physics/?amp;text=The
[1] https://www.quantamagazine.org/pioneering-quantum-physicists-win-nobel-prize-in-physics-20221004/
[1] https://www.quantamagazine.org/inside-ancient-asteroids-gamma-rays-made-building-blocks-of-life-20230104/
[1] https://twitter.com/QuantaMagazine/status/1635711915518316544/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://www.scientificamerican.com/article/the-little-known-origin-story-behind-the-2022-nobel-prize-in-physics/
[1] https://www.scientificamerican.com/article/colliding-dwarf-galaxies-astronomers-glimpse-of-early-universe/
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fbabies-are-born-with-an-innate-number-sense%2F
[1] https://www.quantamagazine.org/animals-can-count-and-use-zero-how-far-does-their-number-sense-go-20210809/

Top URLs in Tweet in G8:
[9] https://www.scientificamerican.com/article/three-easy-ways-to-make-ai-chatbots-safer/
[4] https://www.scientificamerican.com/article/ais-victories-in-go-inspire-better-human-game-playing/
[2] https://www.scientificamerican.com/article/what-the-new-gpt-4-ai-can-do/
[2] https://www.scientificamerican.com/interactive/inside-the-coronavirus/
[1] https://www.noahgian.com/
[1] https://twitter.com/SpirosMargaris/status/1635434321451405317/photo/1
[1] https://twitter.com/SpirosMargaris/status/1636547656825577474/photo/1
[1] https://twitter.com/SpirosMargaris/status/1636972337013612544/photo/1
[1] https://rumble.com/v2blmps-top-anti-vaccine-doctors-share-what-they-use-to-fight-covid19-and-other-dan.html
[1] https://rescue.substack.com/p/bruce-arians-won-the-super-bowl-with?r=14j7xd&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G9:
[2] https://www.scientificamerican.com/article/when-whales-stop-calling/
[1] https://www.cbsnews.com/news/ohio-house-speaker-larry-householder-convicted-bribery/
[1] https://www.dispatch.com/story/business/2022/09/15/firstenergy-ceo-steve-strah-retires-scandal-larry-householder-akron/69497743007/
[1] https://twitter.com/PatriotsRmaga/status/1636200518216216578/photo/1

Top URLs in Tweet in G10:
[4] https://twitter.com/sciam/status/1635276473480384514
[3] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fscientists-create-the-smallest-ever-moving-cell%2F
[2] https://www.scientificamerican.com/video/inside-the-scientific-quest-to-save-most-of-the-worlds-parasites/
[1] https://twitter.com/saugat_optimist/status/1635655704097742848/photo/1
[1] https://www.scientificamerican.com/podcast/episode/how-helper-sharks-discovered-the-worlds-largest-seagrass-ecosystem/
[1] https://twitter.com/sciam/status/1636012746562052096
[1] https://twitter.com/saugat_optimist/status/1635655704097742848
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fthe-little-known-origin-story-behind-the-2022-nobel-prize-in-physics%2F
[1] https://www.scientificamerican.com/article/a-four-day-workweek-reduces-stress-without-hurting-productivity/?amp;text=
[1] https://www.scientificamerican.com/article/losing-key-dna-made-us-modern-humans/?amp;text=via

Top Domains
Top Domains in Tweet in Entire Graph:
[959] scientificamerican.com
[907] twitter.com
[108] youtube.com
[25] paper.li
[10] substack.com
[8] apple.com
[7] quantamagazine.org
[4] google.com
[4] t.me
[4] wikipedia.org

Top Domains in Tweet in G1:
[637] scientificamerican.com
[517] twitter.com
[23] youtube.com
[8] substack.com
[5] apple.com
[3] t.me
[3] cnn.com
[2] spotify.com
[2] co.uk
[2] oup.com

Top Domains in Tweet in G2:
[91] scientificamerican.com
[68] twitter.com
[49] youtube.com
[2] facebook.com
[1] google.com
[1] westpoint.edu
[1] wiley.com
[1] theguardian.com
[1] t.me
[1] campaign-archive.com

Top Domains in Tweet in G3:
[42] twitter.com
[25] youtube.com
[6] scientificamerican.com
[2] acs.org
[2] ipcc.ch
[2] earthjustice.org
[2] apple.news
[2] noaa.gov
[2] nytimes.com
[1] theatlantic.com

Top Domains in Tweet in G4:
[56] scientificamerican.com
[45] twitter.com
[6] paper.li
[3] youtube.com
[2] adobe.com
[2] nytimes.com
[2] drweil.com
[1] newrepublic.com
[1] science.org
[1] nasa.gov

Top Domains in Tweet in G5:
[15] twitter.com
[8] scientificamerican.com
[3] youtube.com
[3] ibnsconnect.org
[1] wfae.org
[1] stephanieshafer.com
[1] sciencedirect.com
[1] pbs.org
[1] refinery29.com
[1] financialpost.com

Top Domains in Tweet in G6:
[4] twitter.com

Top Domains in Tweet in G7:
[12] scientificamerican.com
[7] quantamagazine.org
[5] twitter.com

Top Domains in Tweet in G8:
[19] scientificamerican.com
[13] twitter.com
[1] noahgian.com
[1] rumble.com
[1] substack.com
[1] threadreaderapp.com
[1] github.com
[1] huggingface.co
[1] medium.com
[1] humanartistrycampaign.com

Top Domains in Tweet in G9:
[2] scientificamerican.com
[1] cbsnews.com
[1] dispatch.com
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[67] piday
[56] longcovid
[23] neurological
[23] science
[21] ai
[21] crneur
[21] covid19
[19] nature
[17] cdnpoli
[16] nikiters



Top Hashtags in Tweet in G1:
[18] longcovid
[10] science
[9] covid19
[7] neurorehab
[6] piday
[6] neuroscience
[6] ai
[5] covid
[5] climatescam
[4] biodiversity

Top Hashtags in Tweet in G2:
[33] piday
[4] lullapi
[3] scrying
[3] quantumphysics
[2] covid19
[2] betterknowanasteroid
[1] paidsickdays
[1] surfactants
[1] handhygiene
[1] handwashing

Top Hashtags in Tweet in G3:
[5] jacsperspective
[4] rna
[4] prebiotic
[4] longcovid
[2] pakistanunderfasicsm
[2] covid
[1] ocean
[1] nucleotide
[1] synthesis
[1] superatoms

Top Hashtags in Tweet in G4:
[16] cdnpoli
[12] uspolitics
[10] scicomm
[9] covid19
[8] science
[7] stem
[6] climate
[5] foolproof
[5] nevervoteconservative
[5] dartmission

Top Hashtags in Tweet in G5:
[34] longcovid
[22] neurological
[21] crneur
[3] covid
[3] longcovidawarenessday
[2] fnd
[2] neuroscience
[2] science
[2] n3c
[2] teamscience

Top Hashtags in Tweet in G7:
[1] scichat
[1] piday
[1] stem
[1] mathchat
[1] edchat

Top Hashtags in Tweet in G8:
[12] ai
[11] fintech
[9] artificialintelligence
[6] chatbots
[4] machinelearning
[3] victories
[3] go
[3] human
[3] game
[3] deeplearning

Top Hashtags in Tweet in G9:
[1] followthescience
[1] ignorethescience

Top Hashtags in Tweet in G10:
[4] extinction
[3] スピロプラズマ
[3] 細胞運動
[3] highseas
[3] einstein
[2] biodiversity
[2] frontotemporal
[2] dementia
[1] shape_shifters
[1] 合成細菌

Top Words
Top Words in Tweet in Entire Graph:
[3223] sciam
[668] laurahelmuth
[339] time
[296] covid
[266] more
[257] science
[250] health
[245] people
[238] evidence
[238] madihilly

Top Words in Tweet in G1:
[1793] sciam
[238] madihilly
[183] see
[157] guess
[157] content
[154] coming
[153] surprised
[152] disappointed
[150] exa
[118] covid

Top Words in Tweet in G2:
[623] laurahelmuth
[475] sciam
[183] time
[179] health
[168] evidence
[163] many
[162] daylight
[161] bad
[158] saving
[156] clear

Top Words in Tweet in G3:
[89] sciam
[50] phone
[29] nbcnews
[28] cnnbrk
[26] contact
[26] info
[26] cdcgov
[25] agent
[25] org
[25] discovery

Top Words in Tweet in G4:
[184] sciam
[73] sander_vdlinden
[56] caulfieldtim
[51] day
[47] productivity
[47] without
[47] workweek
[47] four
[46] fascinating
[46] reduces

Top Words in Tweet in G5:
[126] sciam
[91] sutherlandphd
[50] amanpourcopbs
[50] covid
[42] disease
[42] looks
[40] long
[39] lncb_iiser_pune
[36] eduminofindia
[36] iiserpune

Top Words in Tweet in G6:
[120] talk
[103] yes
[103] trying
[103] proceed
[103] promote
[103] series
[103] disinformation
[103] fight
[102] brooklynmarie
[40] agenda

Top Words in Tweet in G7:
[135] quantamagazine
[91] more
[89] proving
[77] force
[76] violates
[76] chien
[76] parity
[76] wu
[76] weak
[76] nuclear

Top Words in Tweet in G8:
[65] elonmusk
[62] sciam
[60] profnoahgian
[60] openai
[59] miramurati
[53] ai
[40] regulation
[36] calls
[33] chatgpt
[33] growing

Top Words in Tweet in G9:
[7] jwsagain
[7] 112michelle112
[7] justinalpertesq
[7] romulus7078
[7] realsirignano
[7] blondejerseygrl
[7] fight4newjersey
[6] freedomcaucus
[6] joedanielsen17
[6] housebluedogs

Top Words in Tweet in G10:
[50] sciam
[25] miyata_makoto
[21] saugat_optimist
[21] parasite
[20] team
[20] japanese
[20] latest
[20] scientist
[20] led
[20] report

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] daylight,saving
[193] saving,time
[172] bad,health
[171] time,bad
[158] pretty,clear
[157] clear,daylight
[156] different,types
[156] studies,pretty
[156] many,different
[156] evidence,many

Top Word Pairs in Tweet in G1:
[153] surprised,see
[152] sciam,guess
[151] guess,surprised
[151] content,coming
[151] disappointed,content
[151] coming,sciam
[150] see,exa
[150] madihilly,disappointed
[57] scientific,american
[50] against,misinformation

Top Word Pairs in Tweet in G2:
[158] saving,time
[158] daylight,saving
[155] bad,health
[154] many,different
[154] evidence,many
[154] time,bad
[154] types,studies
[154] studies,pretty
[154] clear,daylight
[154] different,types

Top Word Pairs in Tweet in G3:
[25] sciam,apple
[25] info,carsafe
[25] smarter,phone
[25] safe,call
[25] contact,info
[25] call,earphone
[25] carsafe,org
[24] sciencenews,sciam
[24] addiction,agent
[24] apple,motorolaus

Top Word Pairs in Tweet in G4:
[56] sciam,sander_vdlinden
[47] day,workweek
[47] four,day
[46] without,hurting
[46] hurting,productivity
[46] productivity,sciam
[46] fascinating,four
[46] workweek,reduces
[46] reduces,stress
[46] stress,without

Top Word Pairs in Tweet in G5:
[37] long,covid
[36] india_alliance,indiadst
[36] indiadst,eduminofindia
[36] eduminofindia,natureind
[36] iiserpune,india_alliance
[36] sciam,sutherlandphd
[34] sutherlandphd,iiserpune
[24] sutherland,long
[24] stephani,sutherland
[24] disease,helping

Top Word Pairs in Tweet in G6:
[103] yes,trying
[103] trying,fight
[103] proceed,promote
[103] disinformation,series
[103] series,proceed
[103] fight,disinformation
[102] brooklynmarie,yes
[40] effective,talk
[40] murdoch,talk
[40] talk,agenda

Top Word Pairs in Tweet in G7:
[76] physicist,chien
[76] force,violates
[76] parity,more
[76] weak,nuclear
[76] famous,proving
[76] nuclear,force
[76] shiung,wu
[76] proving,weak
[76] wu,famous
[76] chien,shiung

Top Word Pairs in Tweet in G8:
[59] elonmusk,miramurati
[33] ai,regulation
[32] miramurati,lead
[32] calls,ai
[32] incl,elonmusk
[32] lead,openai
[32] growing,calls
[32] openai,behind
[32] regulation,incl
[32] behind,chatgpt

Top Word Pairs in Tweet in G9:
[7] romulus7078,112michelle112
[7] realsirignano,blondejerseygrl
[7] jwsagain,realsirignano
[7] fight4newjersey,jwsagain
[6] barbarajdurkin,romulus7078
[5] justinalpertesq,barbarajdurkin
[4] 112michelle112,patriotsrmaga
[3] probsolvecaucus,senatenj
[3] pineapp411,wakeupnj
[3] dawnmaier3,demsh8usa

Top Word Pairs in Tweet in G10:
[20] report,team
[20] scientist,miyata_makoto
[20] japanese,scientist
[20] team,led
[20] sciam,report
[20] miyata_makoto,ended
[20] ended,creating
[20] latest,sciam
[20] led,japanese
[19] creating,small

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@laurahelmuth
@madihilly
@alexpigeon
@lncb_iiser_pune
@pinakographos
@profnoahgian
@liv_lanes
@sutherlandphd
@caulfieldtim

Top Replied-To in G1:
@sciam
@madihilly
@alexpigeon
@pinakographos
@liv_lanes
@energybants
@heathermdoyle
@laurahelmuth
@jimbonn15319488
@schwanenwald

Top Replied-To in G2:
@sciam
@laurahelmuth
@sophiebushwick
@laurenjyoung617
@rsanderlin
@thenewatheists
@astranashe
@col_ell
@kcisney
@bylenasun

Top Replied-To in G3:
@sciam
@laurahelmuth
@aspca
@joebiden
@scijeanne
@jimallisonphd
@sehbaia
@life
@murti_bing
@rogertansey

Top Replied-To in G4:
@sciam
@caulfieldtim
@wemissai
@fastfreddy99
@ziadfazel
@natricer
@anointedname
@gregostravich
@faizanusuf
@laurahelmuth

Top Replied-To in G5:
@lncb_iiser_pune
@sutherlandphd
@amanpourcopbs
@sciam
@nathavindra
@drzoffness
@pavanagrawallab
@amey_bhidey
@sunishk
@keshu_vrimmch

Top Replied-To in G6:
@sciam

Top Replied-To in G7:
@quantamagazine
@sciam
@sampclarke1
@noraabradford
@broderick_timmy
@meghanbartels

Top Replied-To in G8:
@profnoahgian
@sciam
@neilturkewitz
@benliquidkenya
@kevin2kelly
@kortizart
@cajundiscordian
@sparklingruby
@dtn_dta
@golisms

Top Replied-To in G9:
@richardcodey
@justinalpertesq
@barbarajdurkin
@romulus7078

Top Replied-To in G10:
@sciam
@sumeet_kul
@saugat_optimist

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@laurahelmuth
@madihilly
@sophiebushwick
@quantamagazine
@brooklynmarie
@sander_vdlinden
@sutherlandphd
@kelso_harper
@elonmusk

Top Mentioned in G1:
@sciam
@madihilly
@liv_lanes
@shellenbergermd
@pinakographos
@laurahelmuth
@alberteinstein
@lgroskin
@badastronomer
@anthrofuentes

Top Mentioned in G2:
@laurahelmuth
@sciam
@sophiebushwick
@kelso_harper
@tanyalewis314
@katewong
@jeffdelviscio
@laurenjyoung617
@quantamagazine
@tulikabose_

Top Mentioned in G3:
@sciam
@nbcnews
@cnnbrk
@ap
@discovery
@cdcgov
@apple
@sciencenews
@motorolaus
@washingtonpost

Top Mentioned in G4:
@sciam
@sander_vdlinden
@caulfieldtim
@nature
@sciencemagazine
@adamleealter
@nasa
@sciencenews
@deepgreendesign
@lisa_iannattone

Top Mentioned in G5:
@sciam
@sutherlandphd
@amanpourcopbs
@iiserpune
@india_alliance
@indiadst
@eduminofindia
@natureind
@hari
@lncb_iiser_pune

Top Mentioned in G6:
@brooklynmarie
@protecttruth_
@laurahelmuth
@quantamagazine
@digyoursoul

Top Mentioned in G7:
@quantamagazine
@sciam
@jordanacep
@sampclarke1
@laurahelmuth
@walkingthedot
@meghanbartels
@parshallison
@broderick_timmy

Top Mentioned in G8:
@elonmusk
@miramurati
@openai
@sciam
@profnoahgian
@tedlieu
@geomblog
@neilturkewitz
@spirosmargaris

Top Mentioned in G9:
@112michelle112
@fight4newjersey
@jwsagain
@realsirignano
@blondejerseygrl
@romulus7078
@patriotsrmaga
@senatenj
@freedomcaucus
@housebluedogs

Top Mentioned in G10:
@sciam
@miyata_makoto
@saugat_optimist
@emilyvdriscoll
@annalida500
@sustainhistory
@wormmaps
@skylagatta
@katieggarrett
@sophiebushwick

Top Tweeters
Top Tweeters in Entire Graph:
@_redfrog
@inabster
@rjber15
@lizditz
@delta
@ginniasa
@bannerite
@vonrosenchild
@menabster
@miguelhilargiak

Top Tweeters in G1:
@miguelhilargiak
@1loriking
@gus_802
@schwingcat
@sba1211
@southerngemgal
@tomflowers
@thepainterflynn
@paladine
@lulu_brown24

Top Tweeters in G2:
@_redfrog
@rjber15
@vonrosenchild
@79topper
@stonefree63
@ken_crichlow
@justice4all01
@sinemetuvivere
@1jasliz
@jjdebenedictis

Top Tweeters in G3:
@reuters
@businessinsider
@captainamerica
@cnbc
@slate
@tmobile
@foxnews
@no2hitting
@bostonglobe
@latimes

Top Tweeters in G4:
@inabster
@delta
@menabster
@alizardx
@wsbtv
@windvondervenus
@ghostcatbce
@nytimes
@forbes
@alisonborealis

Top Tweeters in G5:
@remirol1956
@zerohedge
@djmusgr
@peggymel2001
@aula531
@siadasha
@iramey
@socueme
@metalrabbit13
@dawnjam16218572

Top Tweeters in G6:
@amyayers16
@adekleine
@jhamby
@roripierpont1
@cherokeenative3
@alllwftopic
@digyoursoul
@brendaweese
@celerycaraway
@suelouises

Top Tweeters in G7:
@kimvie
@411emilio
@hunkara
@ramana1729
@scieducation1
@citizenfront
@sesuter1
@markher13797034
@drkynast
@patentbuddy

Top Tweeters in G8:
@guardian
@watchdogsniffer
@spirosmargaris
@junjudapi
@briansj3
@unsc1325
@wired
@thelabandfield
@skditta
@electricland

Top Tweeters in G9:
@wsj
@nytopinion
@asburyparkpress
@northjersey
@justinalpertesq
@patriotsrmaga
@barbarajdurkin
@112michelle112
@oldglorycries
@njspotlightnews

Top Tweeters in G10:
@fendente1
@urbanwitch9
@ecology_tweets
@kensukw
@nikkeiscience
@sixandlaura
@cwebba1
@mrophiophagus
@cmkhealthatwork
@susanlordbiz