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sciam_2021-11-21_13-16-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 21, 2021
Short Description:
sciam via NodeXL https://bit.ly/3cQ2Un3
@sciam
@laurahelmuth
@geraldrtamayo1
@bschillace
@jfischman
@braincures
@emekagift100
@naomioreskes
@cesifoti
@bacigalupe

Top hashtags:
#ai
#cop26
#aiethics
#scienceonthehill
#covid19
#machinelearning
#science
#mazinnamdikanu

Description:
Description
The graph represents a network of 5,531 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, 21 November 2021 at 21:24 UTC.

The requested start date was Sunday, 21 November 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, 8-hour, 36-minute period from Sunday, 07 November 2021 at 01:43 UTC to Saturday, 20 November 2021 at 10:19 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 : 5531
Unique Edges : 6033
Edges With Duplicates : 15555
Total Edges : 21588
Number of Edge Types : 5
Retweet : 3385
MentionsInRetweet : 7160
Replies to : 1424
Mentions : 9217
Tweet : 402
Self-Loops : 506
Reciprocated Vertex Pair Ratio : 0.0330757341576507
Reciprocated Edge Ratio : 0.064033512866547
Connected Components : 253
Single-Vertex Connected Components : 171
Maximum Vertices in a Connected Component : 5090
Maximum Edges in a Connected Component : 21009
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.833819
Graph Density : 0.000327792422979733
Modularity : 0.355605
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,531 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, 21 November 2021 at 21:24 UTC.

The requested start date was Sunday, 21 November 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, 8-hour, 36-minute period from Sunday, 07 November 2021 at 01:43 UTC to Saturday, 20 November 2021 at 10:19 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:
[79] https://www.scientificamerican.com/article/fish-rub-up-against-sharks-for-exfoliation-or-maybe-just-good-feels/
[75] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fipcc-youve-made-your-point-humans-are-a-primary-cause-of-climate-change%2F
[71] https://www.scientificamerican.com/article/the-antiscience-movement-is-escalating-going-global-and-killing-thousands/
[71] https://blogs.scientificamerican.com/guest-blog/will-an-american-led-anti-vaccine-movement-subvert-global-health/
[59] https://www.scientificamerican.com/article/why-we-forgive-humans-more-readily-than-machines/
[55] https://www.scientificamerican.com/article/how-covid-might-sow-chaos-in-the-brain/
[47] https://www.scientificamerican.com/article/half-of-the-worlds-coastal-sewage-pollution-flows-from-few-dozen-places/
[39] https://www.scientificamerican.com/article/investigating-antidepressants-surprising-effect-on-covid-deaths/
[32] https://www.scientificamerican.com/podcast/episode/engineered-bacteria-use-air-bubbles-as-acoustically-detonated-tumor-tnt/
[30] https://www.scientificamerican.com/article/covid-can-cause-strange-eye-and-ear-symptoms/

Top URLs in Tweet in G1:
[70] https://www.scientificamerican.com/article/fish-rub-up-against-sharks-for-exfoliation-or-maybe-just-good-feels/
[70] https://www.scientificamerican.com/article/the-antiscience-movement-is-escalating-going-global-and-killing-thousands/
[69] https://blogs.scientificamerican.com/guest-blog/will-an-american-led-anti-vaccine-movement-subvert-global-health/
[47] https://www.scientificamerican.com/article/how-covid-might-sow-chaos-in-the-brain/
[40] https://www.scientificamerican.com/article/half-of-the-worlds-coastal-sewage-pollution-flows-from-few-dozen-places/
[33] https://www.scientificamerican.com/article/investigating-antidepressants-surprising-effect-on-covid-deaths/
[26] https://www.scientificamerican.com/podcast/episode/engineered-bacteria-use-air-bubbles-as-acoustically-detonated-tumor-tnt/
[25] https://www.scientificamerican.com/article/genes-reveal-how-some-rockfish-live-up-to-200-years/
[20] https://www.scientificamerican.com/article/how-immunocompromised-people-without-strong-vaccine-protection-are-coping-with-covid/
[19] https://www.scientificamerican.com/article/personality-type-as-well-as-politics-predicts-who-shares-fake-news/?amp;text=Personality

Top URLs in Tweet in G2:
[14] https://www.scientificamerican.com/article/this-cheap-device-could-expand-the-worlds-access-to-vaccines/
[13] https://www.scientificamerican.com/article/covid-can-cause-strange-eye-and-ear-symptoms/
[9] https://www.caveat.nyc/event/science-101-sleep-with-vanessa-hill-11-12-2021
[8] https://www.scientificamerican.com/article/new-mineral-discovered-in-deep-earth-diamond/
[7] https://www.scientificamerican.com/article/how-immunocompromised-people-without-strong-vaccine-protection-are-coping-with-covid/
[5] https://nasem.zoom.us/webinar/register/WN_N0_mEqWnRh-MTJyN7w-Nqw
[5] https://www.scientificamerican.com/article/this-covid-winter-may-cause-fewer-deaths-yet-still-bring-a-surge/
[5] https://www.scientificamerican.com/article/investigating-antidepressants-surprising-effect-on-covid-deaths/
[5] https://www.scientificamerican.com/article/fish-rub-up-against-sharks-for-exfoliation-or-maybe-just-good-feels/
[4] https://www.scientificamerican.com/article/personality-type-as-well-as-politics-predicts-who-shares-fake-news/

Top URLs in Tweet in G3:
[16] https://twitter.com/sciam/status/1460658224546336780
[15] https://twitter.com/sciam/status/1458516266155749379
[11] https://twitter.com/sciam/status/1459215871730229250
[9] https://twitter.com/sciam/status/1460743656307150849
[6] https://twitter.com/sciam/status/1461042078369161217
[4] https://twitter.com/sciam/status/1457830287891525633
[4] https://twitter.com/sciam/status/1457879037049819136
[4] https://twitter.com/sciam/status/1459195004493209609
[4] https://twitter.com/sciam/status/1459633669816020994
[4] https://twitter.com/sciam/status/1460684802491924485

Top URLs in Tweet in G4:
[57] https://www.scientificamerican.com/article/why-we-forgive-humans-more-readily-than-machines/
[26] https://www.scientificamerican.com/article/why-we-forgive-humans-more-readily-than-machines/?utm_content=buffer6c953&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[14] https://www.scientificamerican.com/article/small-data-is-also-crucial-for-machine-learning/?utm_sq=gvl40fsmhn
[11] https://www.scientificamerican.com/article/ai-generates-hypotheses-human-scientists-have-not-thought-of/?utm_content=buffer00668&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.scientificamerican.com/article/small-data-are-also-crucial-for-machine-learning/
[5] https://www.scientificamerican.com/article/ai-generates-hypotheses-human-scientists-have-not-thought-of/
[3] https://www.scientificamerican.com/article/firefighting-robots-go-autonomous/
[2] https://www.scientificamerican.com/article/infants-as-young-as-two-months-may-be-able-to-detect-faces-and-scenes/?utm_content=buffer7e91f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.scientificamerican.com/article/small-data-are-also-crucial-for-machine-learning/?amp;text=
[1] https://www.scientificamerican.com/article/an-ai-system-spontaneously-develops-baby-like-ability-to-gauge-big-and-small/?amp

Top URLs in Tweet in G5:
[6] https://www.change.org/p/united-nations-petition-governments-to-support-antiviral-protocols-against-covid-19?recruiter=38381062&utm_source=share_petition&utm_medium=twitter&utm_campaign=share_petition&recruited_by_id=f5a46430-3dc3-0130-64fe-38ac6f16d25f
[5] https://www.dovepress.com/possible-therapeutic-effects-of-adjuvant-quercetin-supplementation-aga-peer-reviewed-fulltext-article-IJGM
[4] https://www.change.org/p/united-nations-petition-governments-to-support-antiviral-protocols-against-covid-19/u/29297448
[2] https://twitter.com/inabster/status/1458881182112886790
[2] https://www.scientificamerican.com/video/what-is-a-smart-grid-and-how-might-one-protect-our-energy-future/
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41591-020-1124-9
[2] https://www.scientificamerican.com/article/why-so-many-americans-are-skeptical-of-a-coronavirus-vaccine/
[2] https://www.scientificamerican.com/article/why-we-need-to-upgrade-our-face-masks-and-where-to-get-them/
[1] https://twitter.com/sapinker/status/1461521710214270979
[1] https://www.change.org/p/united-nations-petition-governments-to-support-antiviral-protocols-against-covid-19

Top URLs in Tweet in G6:
[63] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fipcc-youve-made-your-point-humans-are-a-primary-cause-of-climate-change%2F
[13] https://www.scientificamerican.com/article/dog-domestication-may-have-begun-because-paleo-humans-couldnt-stomach-the-original-paleo-diet/
[11] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fonce-shunned-in-antarctica-female-scientists-are-now-doing-crucial-polar-research%2F
[3] https://www.scientificamerican.com/article/watch-these-5-key-issues-in-2022-to-see-if-cop26-climate-promises-are-kept/?amp;text=Watch
[2] https://www.scientificamerican.com/article/this-covid-winter-may-cause-fewer-deaths-yet-still-bring-a-surge/
[1] https://news.columbia.edu/news/columbia-ai-based-climate-modeling-center
[1] https://twitter.com/Revkin/status/1425499551750836244
[1] https://revkin.bulletin.com/
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fif-you-say-science-is-right-youre-wrong%2F
[1] https://blogs.scientificamerican.com/observations/the-f-word-finally-enters-climate-politics/

Top URLs in Tweet in G7:
[4] https://www.scientificamerican.com/article/can-sterile-neutrinos-exist/
[3] https://twitter.com/Ambidextrous__/status/1459439309820469249
[3] https://inspirehep.net/authors/984325
[3] https://inspirehep.net/authors/994474
[2] https://twitter.com/Ambidextrous__/status/1461976934452273155
[2] https://twitter.com/Ambidextrous__/status/1457978690722320384
[2] https://twitter.com/Ambidextrous__/status/1459023848008032257
[2] https://twitter.com/Ambidextrous__/status/1459034301924794374
[2] https://twitter.com/Ambidextrous__/status/1459225637625937924
[2] https://twitter.com/Ambidextrous__/status/1459527445980360708

Top URLs in Tweet in G8:
[3] https://www.weforum.org/reports/top-10-emerging-technologies-of-2021
[2] https://www.weforum.org/press/2021/11/top-10-emerging-technologies-to-watch-in-2021
[1] https://cooper.edu/engineering/news/top-10-emerging-technologies-2021?fbclid=IwAR3chQqU-bIfT-ullCao5MRyiBkPw4OcBK-VnB77M042gulHXGvaEzPv7Fw
[1] https://www.scientificamerican.com/article/nasas-dart-mission-could-help-cancel-an-asteroid-apocalypse/
[1] https://twitter.com/adv44372/status/1458804203082584067
[1] https://www.weforum.org/agenda/2021/11/these-are-the-top-10-emerging-technologies-of-2021
[1] https://www.youtube.com/watch?v=XD4WSwFfVns

[1] https://www.youtube.com/watch?v=Lb3vGNjaVGQ

[1] https://www.youtube.com/watch?v=_t1ncP6hJck&list=PL7m903CwFUgkYQCz0avQaASo4KFgheHSv&index=7

[1] https://www.youtube.com/watch?v=uqFhycaC8No&feature=youtu.be


Top URLs in Tweet in G9:
[6] https://www.scientificamerican.com/article/vaccine-mandates-are-lawful-effective-and-based-on-rock-solid-science/
[5] http://ws-jp.co.jp/2021/06/28/science-technology-25/
[3] http://ws-jp.co.jp/2021/02/15/science-technology-22-coronavirus-24/
[2] https://www.scientificamerican.com/article/unvaccinated-workers-say-theyd-rather-quit-than-get-a-shot-but-data-suggest-otherwise/
[1] https://twitter.com/Cat_Crotty/status/1396584281489788931
[1] https://twitter.com/Farfields_0x04/status/1395054789050789888
[1] https://twitter.com/UCBerkeley/status/1382772279839322115
[1] https://twitter.com/sciam/status/688520640022753281
[1] https://twitter.com/EPFL_CHEM_Tweet/status/1394653069238018048
[1] https://twitter.com/CNET/status/1397336149736230914

Top URLs in Tweet in G10:
[5] https://www.scientificamerican.com/article/the-anti-critical-race-theory-movement-will-profoundly-affect-public-education/
[3] https://twitter.com/jessesingal/status/1458515636997476360
[2] https://www.scientificamerican.com/article/personality-type-as-well-as-politics-predicts-who-shares-fake-news/
[1] https://idp.scientificamerican.com/authorize/?response_type=cookie&client_id=sciam&redirect_uri=https%3A%2F%2Fwww.scientificamerican.com%2Farticle%2Fgalaxy-collisions-preview-milky-ways-fate%2F
[1] https://www.scientificamerican.com/article/watch-these-5-key-issues-in-2022-to-see-if-cop26-climate-promises-are-kept/
[1] https://www.realclearscience.com/2021/11/19/michael_shermer_documents_fall_of_scientific_american_804349.html
[1] https://www.scientificamerican.com/article/some-electronics-repairs-are-illegal-federal-law-could-change-that/
[1] https://www.scientificamerican.com/article/global-emissions-rebound-to-pre-covid-levels/
[1] https://www.scientificamerican.com/article/indigenous-children-are-still-dying-in-boarding-schools/?previewid=A4D61DFD-2FCA-4759-A3E47CCDE91B4356
[1] https://www.scientificamerican.com/article/many-neuroscience-conferences-still-have-no-black-speakers/

Top Domains
Top Domains in Tweet in Entire Graph:
[1897] scientificamerican.com
[689] twitter.com
[27] youtube.com
[26] blogspot.com
[21] com.br
[12] co.jp
[11] change.org
[10] caveat.nyc
[9] inspirehep.net
[8] springernature.com

Top Domains in Tweet in G1:
[1149] scientificamerican.com
[53] twitter.com
[15] youtube.com
[7] blogspot.com
[6] geneticliteracyproject.org
[6] prageru.com
[5] respectfulinsolence.com
[4] substack.com
[3] dy.si
[2] springernature.com

Top Domains in Tweet in G2:
[166] scientificamerican.com
[35] twitter.com
[9] caveat.nyc
[6] zoom.us
[6] apple.news
[5] springernature.com
[3] youtube.com
[2] pioneerworks.org
[2] vimeo.com
[2] retroreport.org

Top Domains in Tweet in G3:
[151] twitter.com
[21] scientificamerican.com
[4] google.com
[4] com.br
[2] avestedinterest.info
[1] youtube.com

Top Domains in Tweet in G4:
[136] scientificamerican.com
[1] judgingmachines.com
[1] twitter.com
[1] acm.org

Top Domains in Tweet in G5:
[13] twitter.com
[13] scientificamerican.com
[11] change.org
[5] dovepress.com
[3] nih.gov
[3] nature.com
[2] medrxiv.org
[2] jamanetwork.com
[1] businessinsider.com
[1] blogspot.com

Top Domains in Tweet in G6:
[98] scientificamerican.com
[5] twitter.com
[1] columbia.edu
[1] bulletin.com
[1] plos.org

Top Domains in Tweet in G7:
[310] twitter.com
[9] inspirehep.net
[7] scientificamerican.com
[2] fnal.gov
[1] blogspot.com
[1] encode.su
[1] wordpress.com
[1] space.com
[1] okt.to

Top Domains in Tweet in G8:
[7] weforum.org
[5] youtube.com
[1] cooper.edu
[1] scientificamerican.com
[1] twitter.com

Top Domains in Tweet in G9:
[12] twitter.com
[9] scientificamerican.com
[8] co.jp
[1] theguardian.com
[1] batoi.com
[1] emory.edu
[1] sbrauthor.com

Top Domains in Tweet in G10:
[18] scientificamerican.com
[9] twitter.com
[1] realclearscience.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[91] ai
[73] cop26
[56] aiethics
[52] scienceonthehill
[45] covid19
[40] machinelearning
[40] science
[39] mazinnamdikanu
[39] biafrans
[37] fintech



Top Hashtags in Tweet in G1:
[23] cop26
[12] scienceonthehill
[12] machinelearning
[10] ai
[8] climatechange
[8] sewage
[7] climatecrisis
[7] climateaction
[7] science
[7] electricvehicles

Top Hashtags in Tweet in G2:
[40] scienceonthehill
[26] dart
[20] cop26
[6] vaccine
[5] illustration
[5] vector
[5] mageesummit
[3] 1509ah
[3] germany
[2] y𝗢𝗨𝗥cancer

Top Hashtags in Tweet in G3:
[6] covid19
[2] sciam
[2] longcovid
[2] science
[2] coronavirus
[1] greennewdeal
[1] climatecrisis
[1] machinelearning
[1] ai
[1] python

Top Hashtags in Tweet in G4:
[77] ai
[55] aiethics
[37] fintech
[27] machinelearning
[26] forgive
[26] humans
[26] machines
[16] science
[15] python
[13] environment

Top Hashtags in Tweet in G5:
[23] quercetin
[21] covid19
[16] quercetinsaveslives
[11] covidtreatments
[3] vaccinessavelives
[3] bettermasks
[2] covidtreatment
[2] methodology
[2] scientism
[2] sarscov

Top Hashtags in Tweet in G6:
[2] dangerousanthropogenicinterference
[1] climatechange

Top Hashtags in Tweet in G7:
[3] hollywood
[2] datacompression
[2] winzip
[2] winrar
[2] companies
[2] sugar
[2] civil
[2] population
[2] civilpopulation
[2] blood

Top Hashtags in Tweet in G8:
[31] emergingtech21
[3] emergingtech
[2] dartmission
[2] planetarydefense
[1] wef
[1] radiodavos

Top Hashtags in Tweet in G9:
[4] analysis
[4] think
[4] comment
[4] criticalanalysis
[4] discuss
[4] unitednations
[4] review
[4] idea
[2] icymi
[2] medium

Top Hashtags in Tweet in G10:
[7] unchussman
[6] cop26
[2] diversityinstem
[1] article
[1] galaxy
[1] news
[1] climate
[1] climatechange
[1] righttorepair
[1] worklife

Top Words
Top Words in Tweet in Entire Graph:
[4792] sciam
[1119] gt
[874] peterhotez
[693] lt
[557] scientific
[530] 2021
[497] covid
[494] american
[475] 2017
[462] two

Top Words in Tweet in G1:
[2497] sciam
[844] peterhotez
[488] 2021
[455] 2017
[432] scientific
[404] american
[395] two
[392] deadly
[391] published
[390] articles

Top Words in Tweet in G2:
[612] sciam
[156] people
[145] laurahelmuth
[114] covid
[108] jfischman
[107] share
[106] misinformation
[79] leebillings
[75] science
[62] join

Top Words in Tweet in G3:
[25] sciam
[17] people
[16] brain
[13] covid
[10] more
[9] think
[8] mind
[7] still
[7] virus
[7] brainsights

Top Words in Tweet in G4:
[100] more
[95] cesifoti
[92] sciam
[88] readily
[78] machines
[77] #ai
[68] humans
[62] forgive
[56] aniti_toulouse
[55] #aiethics

Top Words in Tweet in G5:
[116] sciam
[98] inabster
[94] nhsuk
[91] menabster
[87] gglinskii
[79] cdcgov
[73] dwmoskowitz
[69] dovepress
[68] nature
[64] aoc

Top Words in Tweet in G6:
[113] naomioreskes
[86] revkin
[76] scientists
[76] climate
[75] sci
[70] sciam
[66] think
[62] latest
[62] mad
[62] seriously

Top Words in Tweet in G7:
[1098] gt
[686] lt
[352] sciam
[308] clarencehouse
[307] royalfamily
[307] nsf
[306] edward_hrh
[306] pharry_meghan
[306] kensingtonroyal
[306] newscientist

Top Words in Tweet in G8:
[64] world
[48] rachelh89496052
[48] anonymousson17
[47] top
[47] sourcevolume
[47] fleurcompassion
[47] victorekman5
[47] reversed_mind
[46] 10
[44] wef

Top Words in Tweet in G9:
[40] sciam
[11] vaccine
[11] sciencemagazine
[9] natgeo
[7] cnbc
[7] tbluvoter
[7] mandates
[6] wsjp_insight
[6] sciencenews
[6] teasekers

Top Words in Tweet in G10:
[115] sciam
[68] meghas
[51] kreissdaniel
[46] alicetiara
[46] ftripodi
[30] race
[28] theory
[27] critical
[26] taught
[25] schools

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[491] gt,gt
[479] scientific,american
[406] sciam,scientific
[402] two,sciam
[402] american,articles
[402] articles,published
[402] published,2017
[402] 2017,2021
[402] 2021,warned
[402] warned,style

Top Word Pairs in Tweet in G1:
[397] scientific,american
[389] sciam,scientific
[386] two,sciam
[386] american,articles
[386] articles,published
[386] published,2017
[386] 2017,2021
[386] 2021,warned
[386] warned,style
[386] style,destructive

Top Word Pairs in Tweet in G2:
[57] news,stories
[56] impulsive,people
[56] share,false
[56] false,news
[55] pushes,misinformation
[54] misinformation,impulsive
[54] people,create
[54] create,disorder
[54] disorder,share
[53] jfischman,pushes

Top Word Pairs in Tweet in G3:
[7] sciam,mind
[7] mind,brain
[7] brain,brainsights
[7] brainsights,ios
[3] covid,sow
[2] sterile,neutrinos
[2] look,forward
[2] money,power
[2] years,ago
[2] jako,być

Top Word Pairs in Tweet in G4:
[88] more,readily
[62] forgive,humans
[62] humans,more
[62] readily,machines
[55] #aiethics,forgive
[55] machines,cesifoti
[55] cesifoti,aniti_toulouse
[54] pierrepinna,#aiethics
[27] sciam,cesifoti
[26] #forgive,#humans

Top Word Pairs in Tweet in G5:
[64] dovepress,nhsuk
[64] nhsuk,aoc
[62] gglinskii,harmonigenic
[55] aoc,cdcgov
[52] cdcgov,hrw
[41] inabster,gglinskii
[34] menabster,dovepress
[32] thebma,guardian
[28] harmonigenic,ballouxfrancois
[28] ballouxfrancois,menabster

Top Word Pairs in Tweet in G6:
[65] climate,scientists
[62] latest,climate
[62] scientists,mad
[62] mad,think
[62] think,seriously
[62] seriously,revkin
[61] naomioreskes,latest
[61] revkin,sci
[20] revkin,sciam
[17] naomioreskes,revkin

Top Word Pairs in Tweet in G7:
[484] gt,gt
[306] clarencehouse,edward_hrh
[306] edward_hrh,royalfamily
[306] royalfamily,pharry_meghan
[306] pharry_meghan,kensingtonroyal
[306] kensingtonroyal,sciam
[306] sciam,newscientist
[306] newscientist,nsf
[306] nsf,thedukeofyork
[264] lt,lt

Top Word Pairs in Tweet in G8:
[45] top,10
[45] fleurcompassion,victorekman5
[45] victorekman5,reversed_mind
[42] rachelh89496052,sourcevolume
[39] reversed_mind,anonymousson17
[31] 10,#emergingtech21
[31] #emergingtech21,report
[31] report,available
[31] available,build
[31] build,greener

Top Word Pairs in Tweet in G9:
[7] vaccine,mandates
[5] 25,64
[5] 64,arstechnica
[5] arstechnica,sciencealert
[5] sciencealert,beccrew
[5] beccrew,futurity
[5] futurity,cnbc
[5] cnbc,scsatuoa
[5] scsatuoa,scienceuoa
[5] tbluvoter,sciam

Top Word Pairs in Tweet in G10:
[41] alicetiara,ftripodi
[28] kreissdaniel,alicetiara
[27] critical,race
[27] race,theory
[22] meghas,sciam
[22] being,taught
[22] taught,schools
[20] hello,ed
[20] ed,worth
[20] worth,reading

Top Replied-To
Top Replied-To in Entire Graph:
@sciam
@peterhotez
@laurahelmuth
@jfischman
@meghas
@bschillace
@naomioreskes
@gstix1
@lao_tzu22
@squigglyvolcano

Top Replied-To in G1:
@sciam
@peterhotez
@lao_tzu22
@stock_doctor
@michaelshermer
@barrycpearson
@dianamkwon
@aghenis
@criticgwas
@mintyrod

Top Replied-To in G2:
@sciam
@jfischman
@laurahelmuth
@gstix1
@squigglyvolcano
@tanyalewis314
@arksandsciences
@unholyblumpkin
@christymaginn
@jannalevin

Top Replied-To in G4:
@spirosmargaris
@corix_jc

Top Replied-To in G5:
@artaban_erste
@arpozueco
@ballouxfrancois
@dwmoskowitz
@inabster
@traicionandoemi
@aviditie
@drericding
@gglinskii
@menabster

Top Replied-To in G6:
@naomioreskes
@sciam
@revkin
@jpgattuso
@theresphysics
@knutti_eth
@bobkopp
@jahvatarus
@derlyatko
@mikeballard4

Top Replied-To in G7:
@clarencehouse
@sciam
@doescience
@clean_orbit
@microboone
@elonmusk
@ufob0t
@womensart1
@engineers_feed
@casillic

Top Replied-To in G8:
@songodualoveden
@rachelh89496052
@timmy15901742
@sciam
@anonymousson17
@tony__heller
@manuelacasasoli
@nasa
@neiltyson

Top Replied-To in G9:
@tbluvoter
@indiadst
@bhatiarohit10
@profanilkumart1
@arindamphysics
@vpolshettiwar
@steve_hanke
@cnbc
@pissedoffdr
@henrymcmaster

Top Replied-To in G10:
@meghas
@sciam
@jessesingal
@kreissdaniel
@aitkencoach
@realchrisrufo
@evolutionistrue
@karltaro
@anthrofuentes
@pornpanic

Top Mentioned
Top Mentioned in Entire Graph:
@sciam
@peterhotez
@newscientist
@nsf
@royalfamily
@edward_hrh
@pharry_meghan
@kensingtonroyal
@thedukeofyork
@clarencehouse

Top Mentioned in G1:
@sciam
@peterhotez
@gorskon
@ardemp
@michaelshermer
@gop
@texasgop
@madhusree1984
@lao_tzu22
@comstone

Top Mentioned in G2:
@sciam
@laurahelmuth
@jfischman
@leebillings
@caveatnyc
@nessyhill
@jannalevin
@tanyalewis314
@gstix1
@pioneerworks_

Top Mentioned in G3:
@movacci
@soniapertor
@restructures
@jackhartmann
@nasser_pro1

Top Mentioned in G4:
@cesifoti
@sciam
@aniti_toulouse
@pierrepinna
@spirosmargaris
@paula_piccard
@mashable
@hsjchahal
@hlntnr
@markquinn_vo

Top Mentioned in G5:
@sciam
@nhsuk
@inabster
@menabster
@who
@un
@gglinskii
@cdcgov
@dovepress
@dwmoskowitz

Top Mentioned in G6:
@naomioreskes
@revkin
@sci
@sciam
@qafzeh
@jpgattuso
@_aploy
@geoffreysupran
@drjamesehansen
@vscooper

Top Mentioned in G7:
@sciam
@royalfamily
@nsf
@edward_hrh
@pharry_meghan
@kensingtonroyal
@newscientist
@thedukeofyork
@clarencehouse
@nsacyber

Top Mentioned in G8:
@sourcevolume
@fleurcompassion
@victorekman5
@reversed_mind
@wef
@anonymousson17
@rachelh89496052
@sciam
@timmy15901742
@songodualoveden

Top Mentioned in G9:
@sciam
@sciencemagazine
@natgeo
@sciencealert
@wsjp_insight
@cnbc
@arstechnica
@beccrew
@futurity
@scsatuoa

Top Mentioned in G10:
@sciam
@kreissdaniel
@alicetiara
@ftripodi
@meghas
@unc_citap
@asherjdm
@jessesingal
@kakkarh
@unchussman

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@americanair
@dichristine
@cybersec_feeds
@odio_nao
@chidambara09
@natransversal
@world_news_eng
@xaelbot
@robre62

Top Tweeters in G1:
@dichristine
@rjber15
@_redfrog
@wildwillow65
@bob_stinson1234
@akuma_river
@ungubunugu1274
@artificialbra1n
@frecklesxx20
@cotey_mary

Top Tweeters in G2:
@world_news_eng
@jondknight
@lizditz
@jjj5819
@anthropic
@aquarius1049
@sinemetuvivere
@jr2d26212
@nanayasleeps
@nancyrubin

Top Tweeters in G3:
@radlein
@jchapman1729
@zwyklypolak
@sugarthegirl
@bluepleiades
@kurtfleischer
@myvideostowatch
@swarlayzers
@tyhychi
@vero_mier

Top Tweeters in G4:
@cybersec_feeds
@chidambara09
@xaelbot
@thedeveloperbot
@ipythonistabot
@morolswediu
@jfsebastian146
@djangobot_
@hubofml
@dataaugmented

Top Tweeters in G5:
@independent
@inabster
@viralvideovlogs
@menabster
@guardian
@nytimes
@foxnews
@washingtonpost
@wsj
@bot_cockroach

Top Tweeters in G6:
@natransversal
@magicdmw
@annfinster
@e2dot7182818284
@moisturevapor8r
@jo_kwanghee_07
@remirol1956
@basuashis
@barryjwoods
@jodikoberinski

Top Tweeters in G7:
@ancalerts
@fact
@ronaldclarke
@cnnphilippines
@madebygoogle
@gmail
@enerphyschem
@dubengeldu
@qualityisarul3
@justice30

Top Tweeters in G8:
@robre62
@abc
@cnn
@cbsnews
@guardiannews
@fleurcompassion
@wef
@weatherchannel
@michael_w_busch
@morelovenotless

Top Tweeters in G9:
@beverly21811568
@bbcnews
@cnbc
@tbluvoter
@the404code
@bbcworld
@timeslive
@nytimesworld
@muyinteresante
@nymag

Top Tweeters in G10:
@nwrmbing
@nayasala
@thereisanocean
@east_of_hell
@margymaclibrary
@ordforandejohan
@jessesingal
@chrissturr
@conceptualjames
@david4potus2020