scicomm, Twitter, 4/28/2020 12:45:21 PM, 225715


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scicomm_2020-04-26_15-23-53.xlsx
scicomm_2020-04-26_15-23-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 28, 2020
Short Description:
scicomm via NodeXL https://bit.ly/2zyhw9X
@scicommbot
@scicomm_tweets
@drandrewthaler
@epiellie
@sarah_mojarad
@agu_scicomm
@pauledawson
@bethlinas
@_atanas_
@femtech_

Top hashtags:
#scicomm
#covid19
#science
#sciart
#coronavirus
#sarscov2
#sciencetwitter
#cats
#dogs

Description:
Description
The graph represents a network of 4,962 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 26 April 2020 at 22:25 UTC.

The requested start date was Sunday, 26 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 14-hour, 16-minute period from Thursday, 23 April 2020 at 09:34 UTC to Saturday, 25 April 2020 at 23:50 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 : 4962
Unique Edges : 4052
Edges With Duplicates : 8751
Total Edges : 12803
Number of Edge Types : 5
Retweet : 3506
MentionsInRetweet : 5863
Replies to : 259
Tweet : 797
Mentions : 2378
Self-Loops : 837
Reciprocated Vertex Pair Ratio : 0.0451781059947871
Reciprocated Edge Ratio : 0.086450540315877
Connected Components : 493
Single-Vertex Connected Components : 166
Maximum Vertices in a Connected Component : 3595
Maximum Edges in a Connected Component : 10840
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.811082
Graph Density : 0.000293218177967103
Modularity : 0.518972
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 4,962 Twitter users whose tweets in the requested range contained "scicomm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 26 April 2020 at 22:25 UTC.

The requested start date was Sunday, 26 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 14-hour, 16-minute period from Thursday, 23 April 2020 at 09:34 UTC to Saturday, 25 April 2020 at 23:50 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 : scicomm
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:
[15] https://www.youtube.com/watch?v=Vu-zL4_oUlQ&feature=youtu.be

[10] https://www.spr.ac.uk/news/many-apparition-seen-more-one
[10] https://www.youtube.com/watch?v=AA7jHRkrmmo

[10] https://www.youtube.com/watch?v=wQaK2JS0Kc4&feature=emb_logo

[9] https://www.spr.ac.uk/news/six-senses-series-talks-extra-sensory-perception
[9] https://www.youtube.com/watch?v=DM-m06tVtKM&feature=youtu.be

[8] https://www.spr.ac.uk/news/talking-dead-how-1918-pandemic-spurred-spiritualism-craze
[8] https://www.spr.ac.uk/news/poltergeist-phenomena-history-science-part-1
[8] https://www.youtube.com/watch?v=0kLm-S7oRrA&feature=youtu.be

[8] https://earthoptimism.si.edu/2020-summit/

Top URLs in Tweet in G1:
[5] https://ramp-itn.eu/covid-19-a-lesson-about-scientific-communication/
[5] https://www.sciencedirect.com/science/article/pii/S2468294220300101
[4] https://www.facebook.com/buncombeGov/videos/1381597242030489/
[4] https://twitter.com/ScicommTrento/status/1252974134230999040
[4] https://thebulletin.org/2020/04/how-to-explain-climate-change-with-comic-books/
[3] https://www.washingtonpost.com/outlook/2020/03/25/chloroquine-coronavirus-toxic-malaria/
[3] https://www.nytimes.com/2020/04/22/science/throwing-stick-hunting.html
[3] https://www.nytimes.com/2020/04/20/science/crocodiles-dolphins-whales.html
[2] https://www.cinemablend.com/news/2494761/how-fast-is-hyperspace-the-star-wars-team-has-the-perfect-answer
[2] https://blogs.plos.org/scicomm/2020/04/15/tips-on-using-science-twitter-during-covid-19/

Top URLs in Tweet in G2:
[5] https://www.youtube.com/watch?v=DkSh7ZVi1XY

[5] http://scienceandus.org/
[5] https://www.superscientists.org/
[3] https://shenovafashion.com/collections/dresses
[2] https://www.biorxiv.org/content/10.1101/2020.04.09.031252v1
[2] https://scicommforeveryone.com/2020/04/24/women-in-stem-robyn/
[2] https://twitter.com/eonsshow/status/1253436061059035136
[2] https://twitter.com/RealDuckTails/status/1251210747008430082
[2] https://twitter.com/shemapsau/status/1253588625440178176
[2] https://twitter.com/maddestpanda/status/1251506515208318977?s=19

Top URLs in Tweet in G3:
[8] https://www.youtube.com/watch?v=DM-m06tVtKM&feature=youtu.be

[5] https://lifeology.io/scicomm-challenge/
[4] https://lifeology.io/scicomm-challenge
[4] https://www.scicommboard.org/job/communications-manager-aspen-global-change-institute/
[2] https://twitter.com/FromTheLabBench/status/1253366471419453440
[2] https://lifeology.io/lifeology-scicomm-challenge-in-may-create-a-science-comic/
[2] https://lifeology.io/how-we-made-a-visual-story-about-coronavirus-in-your-body/
[2] https://artibiotics.com/blog/covid-19-caretoon-02
[2] https://www.instagram.com/sci.cad/
[2] https://twitter.com/igisci/status/1253351734572994560

Top URLs in Tweet in G4:
[3] https://www.annualreviews.org/shot-of-science/multimedia/vital-science-communication?cookieSet=1
[3] https://twitter.com/Sarah_Mojarad/status/1253219999763722240
[2] http://pfforphds.com/this-phd-developed-his-scicomm-career-through-side-hustling/
[2] https://link.medium.com/X6PFG2XVR5
[1] https://academy.saveplants.org/video/changing-conversation-about-plants
[1] https://twitter.com/cspan/status/1253099648975323137
[1] https://apnews.com/7f0a9a77dad8c8722aa54fef45e8667b
[1] https://themarkup.org/coronavirus/2020/04/23/want-to-find-a-misinformed-public-facebooks-already-done-it
[1] https://issues.org/covid-19-communication-war/
[1] https://twitter.com/SPECTRUMRes/status/1253573180784087040

Top URLs in Tweet in G5:
[2] https://twitter.com/EpiEllie/status/1253447006380531712
[1] https://twitter.com/Delhaiza/status/1252960613560651776
[1] https://twitter.com/gemmamilne/status/1253259952019378179
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-02918-5
[1] https://twitter.com/OryxTheJournal/status/1253276057253412864
[1] https://okt.to/rNbMd1
[1] https://okt.to/Oq52Zl
[1] https://twitter.com/Cataranea/status/1253276866607267840
[1] https://twitter.com/BarbPinho/status/1253324555076001793
[1] https://twitter.com/joshtpm/status/1253041723510587394

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=SDoMZfZ-fNk&feature=youtu.be

[1] http://www.glfc.org/pubs/pdfs/kids%20activity%20booklet_single%20page_with%20new%20logo.pdf?fbclid=IwAR1Rlk0D3iyv4qYx_LhAb2u5x45u35lP8NEBR_ZOa1FOwGIsEtg7hvh38tQ
[1] https://www.youtube.com/watch?v=gDDMeHrmXoo&feature=youtu.be

[1] https://twitter.com/mlipsitch/status/1253280864999538688
[1] https://www.youtube.com/watch?v=SDoMZfZ-fNk

[1] https://twitter.com/Kurz_Gesagt/status/1253329299999911936

Top URLs in Tweet in G7:
[2] https://orcid.org/blog/2020/04/23/value-orcid-ids-enabling-digital-identity-global-scale-report-oecd
[2] https://twitter.com/lonnibesancon/status/1237740582681939969
[2] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007704
[1] https://twitter.com/OOSP_ORIONPod/status/1253187393106202624
[1] https://r4j68.app.goo.gl/?link=https%3A%2F%2Fwww.podbean.com%2Fmedia%2Fshare%2Fpb-uaru3-da1211&utm_campaign=au_share_ep&utm_source=au_share&utm_medium=dlink&ct=au_share_ep&imv=670&amv=530&isi=973361050&ibi=com.podbean.app.podcast&ipbi=com.podbean.app.podcast&apn=com.podbean.app.podcast
[1] https://twitter.com/karlrohe/status/1254038815351734275
[1] https://www.esal.us/volunteer/
[1] https://comscicon.com/news/my-dna-how-our-lifestyle-impacts-our-genetic-code
[1] https://comscicon.com/writing-comscicon-blog
[1] https://twitter.com/ComSciCon/status/1253392367178133509

Top URLs in Tweet in G8:
[5] https://jcom.sissa.it/call-papers-covid-19-and-science-communication
[5] https://twitter.com/GlobalSciShow/status/1253594528470228993
[5] https://docs.google.com/forms/d/e/1FAIpQLSd9ugOo1cd967oMkdclTd6yzMe2ZTBHTidUvw0mL41NDXPwjw/viewform
[2] https://twitter.com/scottishscicomm/status/1253252707508420609
[2] https://twitter.com/BiochemSoc/status/1253599575253925889
[2] https://twitter.com/astro_roxy/status/1253634832695001090
[2] https://www.biochemistry.org/education/science-communication-prize/
[1] https://www.youtube.com/watch?v=eqWFWb7TsrE&feature=youtu.be

[1] https://twitter.com/GemmahillDavis1/status/1253389695754649602
[1] https://www.youtube.com/watch?v=JhQdmNVRj8g&feature=youtu.be


Top URLs in Tweet in G9:
[4] https://www.popularmechanics.com/science/environment/g31939596/coloring-pages/?slide=11
[3] https://forms.agu.org/twitter-rocur/
[2] https://docs.google.com/forms/d/e/1FAIpQLSekT1Z7dSQDoW6yYD4OIIgHXGcFn3ivayGf8UAPjzEUC7oJOA/viewform
[2] https://thepoetryofscience.scienceblog.com/1265/brain-smog/
[2] https://lifeology.io/lifeology-scicomm-challenge-in-may-create-a-science-comic/
[2] https://thrivingearthexchange.org/fall-2020-science-policy-engagement-csf/
[2] https://twitter.com/jeremylelean/status/1253702595434209284
[2] https://phys.org/news/2020-04-hubble-celebrates-30th-anniversary-tapestry.html
[1] https://www.theopedproject.org/seminars
[1] https://www.theopedproject.org/oped-basics

Top URLs in Tweet in G10:
[10] https://www.youtube.com/watch?v=wQaK2JS0Kc4&feature=emb_logo

[6] https://www.youtube.com/watch?v=eZ0EKnLDWPc&feature=emb_logo

[1] https://www.youtube.com/watch?v=lHW3kqHcQXI&feature=emb_logo

[1] https://www.washingtonpost.com/world/2020/04/25/coronavirus-latest-news/
[1] https://www.nytimes.com/2020/04/22/world/africa/coronavirus-hunger-crisis.html?action=click&module=Top%20Stories&pgtype=Homepage
[1] https://www.latimes.com/science/story/2020-04-23/will-there-be-a-coronavirus-second-wave-this-winter
[1] http://www.nasonline.org/about-nas/events/annual-meeting/nas157/book-talk.html
[1] https://twitter.com/thenasciences/status/1254141124568113152
[1] https://twitter.com/CNN/status/1254042235747872774
[1] https://twitter.com/helenbranswell/status/1253662536676802560

Top Domains
Top Domains in Tweet in Entire Graph:
[400] twitter.com
[152] youtube.com
[43] ac.uk
[24] plos.org
[21] lifeology.io
[16] instagram.com
[13] agu.org
[12] google.com
[11] jamanetwork.com
[11] facebook.com

Top Domains in Tweet in G1:
[50] twitter.com
[13] youtube.com
[8] nytimes.com
[6] sciencedirect.com
[5] ramp-itn.eu
[5] ajo.com
[4] facebook.com
[4] nature.com
[4] thebulletin.org
[3] washingtonpost.com

Top Domains in Tweet in G2:
[29] twitter.com
[8] youtube.com
[5] scienceandus.org
[5] superscientists.org
[4] shenovafashion.com
[3] scicommforeveryone.com
[3] vimeo.com
[2] biorxiv.org
[2] boldedscience.com
[2] wavy.com

Top Domains in Tweet in G3:
[27] twitter.com
[15] lifeology.io
[14] youtube.com
[4] scicommboard.org
[3] sarahs-world.blog
[2] artibiotics.com
[2] linkedin.com
[2] instagram.com
[2] eventbrite.com
[1] lever.co

Top Domains in Tweet in G4:
[9] twitter.com
[3] annualreviews.org
[2] wisc.edu
[2] pfforphds.com
[2] medium.com
[1] saveplants.org
[1] apnews.com
[1] themarkup.org
[1] issues.org
[1] sciencemag.org

Top Domains in Tweet in G5:
[57] twitter.com
[5] instagram.com
[4] youtube.com
[4] plos.org
[2] okt.to
[2] cartoonscience.org
[2] facebook.com
[2] omny.fm
[1] nature.com
[1] abmgood.com

Top Domains in Tweet in G6:
[5] youtube.com
[2] twitter.com
[1] glfc.org

Top Domains in Tweet in G7:
[13] twitter.com
[5] plos.org
[2] orcid.org
[2] comscicon.com
[2] youtube.com
[1] goo.gl
[1] esal.us
[1] scipolnetwork.org
[1] linkedin.com
[1] cdnsciencepub.com

Top Domains in Tweet in G8:
[17] twitter.com
[7] sissa.it
[5] youtube.com
[5] google.com
[3] biochemistry.org
[1] myshopify.com
[1] co.uk
[1] edu.au

Top Domains in Tweet in G9:
[12] agu.org
[7] twitter.com
[4] popularmechanics.com
[3] google.com
[2] theopedproject.org
[2] un.org
[2] eos.org
[2] scienceblog.com
[2] lifeology.io
[2] thrivingearthexchange.org

Top Domains in Tweet in G10:
[17] youtube.com
[3] twitter.com
[1] washingtonpost.com
[1] nytimes.com
[1] latimes.com
[1] nasonline.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2317] scicomm
[382] covid19
[286] science
[192] sciart
[120] coronavirus
[78] sarscov2
[63] sciencetwitter
[59] cats
[58] dogs
[56] globalscienceshow



Top Hashtags in Tweet in G1:
[284] scicomm
[37] covid19
[27] science
[23] scichat
[18] climatechange
[14] coronavirus
[14] sciart
[9] covid_19
[9] virology
[8] sciencetwitter

Top Hashtags in Tweet in G2:
[146] scicomm
[27] womeninstem
[25] science
[18] ama
[15] coronavirus
[13] sarscov2
[13] wisskomm
[12] spacescience
[12] covid19
[12] phdchat

Top Hashtags in Tweet in G3:
[166] scicomm
[60] sciart
[28] science
[17] covid19
[17] describethatmicrobe
[15] microbiology
[11] paleoart
[10] sciencetwitter
[9] sciencefromhome
[8] scicommboard

Top Hashtags in Tweet in G4:
[67] covid19
[59] scicomm
[9] science
[6] riskcomm
[6] misinformation
[3] misinfodemic
[2] sciencecommunication
[2] disinformation
[2] geomorphology
[1] indefenseofplants

Top Hashtags in Tweet in G5:
[161] scicomm
[21] science
[10] academictwitter
[8] covid19
[7] academicchatter
[5] research
[5] sciart
[4] coronavirus
[3] covid
[3] sciencematters

Top Hashtags in Tweet in G6:
[7] scicomm
[4] sundayfishsketch
[2] earthday2020
[2] boldblog
[2] scivideo
[1] greatlakessci
[1] homeschooling
[1] 2scientistspod
[1] painting
[1] saveyarrabay

Top Hashtags in Tweet in G7:
[48] scicomm
[33] openscience
[18] research
[12] podcast
[12] digitalidentity
[9] comscicon20
[9] covid19
[7] science
[6] openaccess
[5] didyouknow

Top Hashtags in Tweet in G8:
[106] scicomm
[50] globalscienceshow
[14] sciencefromhome
[14] science
[12] egu20
[10] covid19
[7] covid_19
[3] stemed
[3] globalscishow
[2] stem

Top Hashtags in Tweet in G9:
[85] scicomm
[18] sciart
[14] 3dmodeling
[14] spike
[14] glycoprotein
[14] sarscov2
[10] science
[10] poem
[9] scipol
[7] sharingscifri

Top Hashtags in Tweet in G10:
[39] scicomm
[28] covidー19
[22] nas157
[17] actonclimate
[11] sciencesaturday
[9] drfauci
[8] coronavirus
[6] coronaviruspandemic
[5] covid19
[3] crispr

Top Words
Top Words in Tweet in Entire Graph:
[4199] Words in Sentiment List#1: Positive
[1629] Words in Sentiment List#2: Negative
[18] Words in Sentiment List#3: Angry/Violent
[118720] Non-categorized Words
[124548] Total Words
[2317] #scicomm
[777] science
[382] #covid19
[330] communication
[286] #science

Top Words in Tweet in G1:
[284] #scicomm
[78] science
[49] great
[41] know
[37] #covid19
[35] anyone
[34] research
[32] check
[29] phd
[29] during

Top Words in Tweet in G2:
[146] #scicomm
[33] today
[30] more
[28] re
[28] watch
[27] research
[27] #womeninstem
[27] doing
[26] great
[26] always

Top Words in Tweet in G3:
[166] #scicomm
[61] science
[60] #sciart
[28] #science
[27] edurafi
[25] join
[25] teamfoldscope
[24] scientists
[23] learn
[23] great

Top Words in Tweet in G4:
[67] #covid19
[64] epiellie
[60] media
[59] #scicomm
[58] talking
[58] things
[57] month
[57] doing
[57] interviews
[57] random

Top Words in Tweet in G5:
[161] #scicomm
[34] science
[21] #science
[18] people
[16] more
[16] research
[15] great
[13] scicomm
[11] know
[10] #academictwitter

Top Words in Tweet in G6:
[123] science
[123] communication
[122] 2015
[122] need
[122] develop
[122] novel
[122] techniques
[122] convey
[122] complex
[122] ecological

Top Words in Tweet in G7:
[48] #scicomm
[33] #openscience
[25] comscicon
[24] researchers
[18] talk
[18] #research
[18] communicate
[17] oecd
[17] research
[17] changing

Top Words in Tweet in G8:
[106] #scicomm
[50] #globalscienceshow
[31] part
[29] taking
[27] anu_cpas
[27] globalscishow
[26] science
[26] video
[26] see
[25] student

Top Words in Tweet in G9:
[85] #scicomm
[40] science
[28] pre
[28] fusion
[25] agu_scicomm
[23] theagu
[18] #sciart
[15] start
[14] #3dmodeling
[14] conformational

Top Words in Tweet in G10:
[76] pauledawson
[63] climate
[57] director
[43] saleemulhuq
[43] international
[43] centre
[39] #scicomm
[30] change
[28] #covidー19
[27] imagine

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[252] science,communication
[132] need,develop
[131] communication,2015
[131] 2015,need
[131] develop,novel
[131] novel,techniques
[131] techniques,convey
[131] convey,complex
[131] complex,ecological
[131] ecological,processes

Top Word Pairs in Tweet in G1:
[27] anyone,purely
[27] purely,physics
[27] physics,bsc
[27] bsc,background
[27] background,went
[27] went,astrophysics
[27] astrophysics,msc
[27] msc,phd
[27] phd,know
[27] know,prepare

Top Word Pairs in Tweet in G2:
[22] wrote,re
[22] re,baking
[22] baking,66th
[22] 66th,banana
[22] banana,loaf
[22] loaf,year
[22] year,give
[22] give,watch
[22] watch,always
[22] always,fortunate

Top Word Pairs in Tweet in G3:
[22] #scicomm,#science
[16] science,communication
[13] tasturm1,#describethatmicrobe
[13] #science,#microbiology
[12] #scicomm,#sciart
[11] edurafi,mmopatnsf
[10] #scicomm,challenge
[10] #paleoart,#sciart
[9] art,science
[9] teamfoldscope,seasonwatch_in

Top Word Pairs in Tweet in G4:
[57] month,doing
[57] doing,#covid19
[57] #covid19,media
[57] media,interviews
[57] interviews,random
[57] random,things
[57] things,ve
[57] ve,learned
[57] learned,talking
[57] talking,press

Top Word Pairs in Tweet in G5:
[6] #science,#scicomm
[5] #scicomm,#sciart
[5] covid,19
[4] great,thread
[4] science,communication
[3] #scicomm,#science
[3] #covid19,#scicomm
[3] tell,people
[3] #scicomm,#academictwitter
[3] #wisskomm,#scicomm

Top Word Pairs in Tweet in G6:
[123] science,communication
[122] communication,2015
[122] 2015,need
[122] need,develop
[122] develop,novel
[122] novel,techniques
[122] techniques,convey
[122] convey,complex
[122] complex,ecological
[122] ecological,processes

Top Word Pairs in Tweet in G7:
[15] orcid_org,oecd
[13] 10,easy
[12] listen,last
[12] last,episode
[12] episode,oosp_orionpod
[12] oosp_orionpod,#podcast
[12] #podcast,time
[12] time,talk
[12] talk,organisers
[12] organisers,unistem

Top Word Pairs in Tweet in G8:
[28] taking,part
[26] part,#globalscienceshow
[24] #scicomm,student
[24] student,anu_cpas
[24] anu_cpas,taking
[17] science,communication
[17] #scicomm,competition
[14] #globalscienceshow,ll
[12] yes,hear
[12] hear,use

Top Word Pairs in Tweet in G9:
[14] #3dmodeling,conformational
[14] conformational,states
[14] states,#spike
[14] #spike,#glycoprotein
[14] #glycoprotein,#sarscov2
[14] #sarscov2,pre
[14] pre,fusion
[14] fusion,pre
[14] pre,hairpin
[14] hairpin,fusion

Top Word Pairs in Tweet in G10:
[43] saleemulhuq,director
[43] director,international
[43] international,centre
[28] climate,change
[27] imagine,tipping
[27] tipping,point
[27] point,lead
[27] lead,rapid
[27] rapid,runaway
[27] runaway,decarbonization

Top Replied-To
Top Replied-To in Entire Graph:
@c_lattin
@_inpst
@scicomm_uvic
@edurafi
@guthrie_stewart
@sarah_mojarad
@iamscicomm
@peterbroks
@christianruck
@scicomm_ingela

Top Replied-To in G1:
@c_lattin
@ruhicutie
@karenlmasters
@icey_mark
@hannahkeding
@torresamphibs
@petercoffey
@siobhanleachman
@denovo_fatima
@riyasahu3

Top Replied-To in G2:
@steffanigrondin
@storycollider
@martinabodner
@that_astro_chic
@geomicro_jzby
@ravenscimaven
@jule_fischer_bn
@eikofried
@openacademics
@readmorescience

Top Replied-To in G3:
@edurafi
@scicomm_uvic
@drbioblogo
@ciencia_cat
@creatibio
@jennifer_ktg
@neelavanam
@rita_strack
@r_heisman

Top Replied-To in G4:
@sarah_mojarad
@mamadoctorjones
@brossardd
@doritmi
@epiellie
@profmattfox
@whereisdaz
@wisclimnology
@karkovicesquad
@richdavisphd

Top Replied-To in G7:
@alexgelle

Top Replied-To in G9:
@agu_scicomm
@wikiprojectlo
@geologyproject

Top Replied-To in G10:
@carlzimmer
@who
@weisssr

Top Mentioned
Top Mentioned in Entire Graph:
@drandrewthaler
@grawoig
@healthyfellow
@erlesen
@sminaev2015
@_atanas_
@pepperpell
@pauledawson
@dr_r_kreaz
@_inpst

Top Mentioned in G1:
@karenphysics
@barbpinho
@ncse
@eyedaisyshu
@scicomm_india
@aldacenter
@sunfishresearch
@biorender
@vcofficebhu
@bhupro

Top Mentioned in G2:
@kimtommy92
@academicchatter
@tanadjoseph
@readmorescience
@virusesimmunity
@penn_ifi
@that_astro_chic
@grawoig
@_atanas_
@skypescientist

Top Mentioned in G3:
@teamfoldscope
@scicomm_india
@lifeologyapp
@edurafi
@prakashlab
@fromthelabbench
@gubbilabs
@tasturm1
@mmopatnsf
@himdaughter

Top Mentioned in G4:
@epiellie
@sarah_mojarad
@brossardd
@scheufele
@uw_lsc
@facebook
@indfnsofplnts
@tiffanylohwater
@atlbotanical

Top Mentioned in G5:
@meettheocean

Top Mentioned in G6:
@drandrewthaler
@lampreycontrol
@jamesrgurney
@kurz_gesagt
@blog_bold
@2scis
@bufotwist
@kph3k
@kimtommy92
@georgiaaquarium

Top Mentioned in G7:
@comscicon
@orcid_org
@oosp_orionpod
@orion_opensci
@mnlimas
@metasdl
@esal_us
@scipolnetwork
@kridelsteven

Top Mentioned in G8:
@anu_cpas
@globalscishow
@biochemsoc
@scottishscicomm
@shtacy_phillips
@jessechambers_
@jscicom
@luisamassarani
@geophysginger
@makistzioras

Top Mentioned in G9:
@theagu
@agu_scicomm
@glogliiita
@guertin
@dansimpsonpoet
@hancloke
@samillingworth
@aguscipolicy
@cecross
@beccalize

Top Mentioned in G10:
@pauledawson
@saleemulhuq
@dramyparish
@jeremyfarrar
@carlzimmer
@wellcometrust
@thenasciences
@icccad
@tmprowell
@weisssr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@threadreaderapp
@chidambara09
@ericdemarylebon
@john1966olsen
@homegypsy
@smallstreamersr
@marthalynneowe1
@lizditz
@treporta

Top Tweeters in G1:
@bbcnews
@nytimes
@nayasala
@voceropr
@deepgreendesign
@3pennymovies
@metro_pr
@mdaware
@volcanowatching
@artcollisions

Top Tweeters in G2:
@ericdemarylebon
@femtech_
@inpoco
@blerdmommy
@academicchatter
@bg_grace
@kolie_yola
@meladalklimat
@shaqibshahril
@ellabellableu

Top Tweeters in G3:
@marthalynneowe1
@spider_gina
@drjulie_b
@koolasuchus
@tigershah26
@btwnthestacks
@enerphyschem
@nick_stevens_gr
@acetona43
@goncalosousa

Top Tweeters in G4:
@lizditz
@jeffsonstein
@jchrispires
@doritmi
@jaimelondonboy
@portefeuillefun
@lordwhorfin
@wilsonkm2
@stuarthorrex
@meddeviceeng

Top Tweeters in G5:
@pfanderson
@leafwarbler
@circlereader
@neorenfield
@joannabergermsc
@kmathan
@showoff_ebooks
@kamalathequeen7
@windlebeth
@doctorzen

Top Tweeters in G6:
@frecklesxx20
@elizaeffect
@drmrfrancis
@peter_donnelly
@elfgrove
@nedgilmore
@amgamble
@am_anatiala
@nitpickette01
@julielyford

Top Tweeters in G7:
@steltenpower
@_open_science_
@beartrust
@openscience
@ncsg_katiem
@science_open
@christanyc
@daphnella
@vetenskapoallm
@plos

Top Tweeters in G8:
@zubairabbasi
@benjiw
@margareteward
@johnbreslin
@eurogeosciences
@munkeatlooi
@glazgow
@digidickinson
@plainfleur
@coronavirusinf7

Top Tweeters in G9:
@morganarosana
@whysharksmatter
@gdautoart
@justafandavid
@physorg_com
@specklight
@theagu
@popmech
@natgeo
@marspidermonkey

Top Tweeters in G10:
@paulpaul49
@jj_angelus
@sharon_lynch
@michaelpurvis64
@latimes
@joshdacat
@btkrth
@mariamatthews5
@ganjasmokercb
@bagaluesunab


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