#scicomm, Twitter, 1/5/2023 3:11:45 PM, 287398


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#scicomm Twitter NodeXL SNA Map and Report for Thursday, 05 January 2023 at 12:58 UTC
#scicomm Twitter NodeXL SNA Map and Report for Thursday, 05 January 2023 at 12:58 UTC
From:
SMRFoundation
Uploaded on:
January 05, 2023
Short Description:
#scicomm via NodeXL https://bit.ly/3vGDG3D
@innov_medicine
@chabis_ch
@forbes
@braincures
@openacademics
@abioticstress
@_atanas_
@agu_scicomm
@ickiestvicki
@stevecripe57

Top hashtags:
#scicomm
#academictwitter
#medtwitter
#meded
#science
#sciencetwitter
#health

Description:
Description
The graph represents a network of 5,866 Twitter users whose recent tweets contained "#scicomm", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 05 January 2023 at 13:59 UTC.

The tweets in the network were tweeted over the 10-day, 1-hour, 6-minute period from Monday, 26 December 2022 at 11:53 UTC to Thursday, 05 January 2023 at 13:00 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 : 5866
Unique Edges : 12913
Edges With Duplicates : 4298
Total Edges : 17211
Number of Edge Types : 5
Retweet : 5198
MentionsInRetweet : 8739
Mentions : 2132
Tweet : 951
Replies to : 191
Self-Loops : 1069
Reciprocated Vertex Pair Ratio : 0.0237443597899253
Reciprocated Edge Ratio : 0.0463872832369942
Connected Components : 462
Single-Vertex Connected Components : 151
Maximum Vertices in a Connected Component : 4207
Maximum Edges in a Connected Component : 14658
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.595682
Graph Density : 0.000402277752441643
Modularity : 0.721263
NodeXL Version : 1.0.1.508
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=287397
Data Import : The graph represents a network of 5,866 Twitter users whose recent tweets contained "#scicomm", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 05 January 2023 at 13:59 UTC.

The tweets in the network were tweeted over the 10-day, 1-hour, 6-minute period from Monday, 26 December 2022 at 11:53 UTC to Thursday, 05 January 2023 at 13:00 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 : TwitterSearch
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[517] https://www.forbes.com/sites/brucelee/2022/12/31/cdc-director-tweets-we-cant-stop-the-spread-of-covid-19-heres-the-pushback-on-this-claim/
[169] https://t.me/lux_bobweed
[87] https://twitter.com/jamesvgingerich/status/1226236195685969925/video/1
[52] https://www.flickr.com/short_urls.gne?photoset=aHsmB6US6x
[38] https://www.nature.com/articles/s41580-022-00479-6?WT.mc_id=TWT_NatRevMCB
[34] https://www.flickr.com/photo.gne?short=2o9uQv5
[34] https://www.flickr.com/photo.gne?short=2o9yFZB
[31] https://twitch.tv/sciants_streams
[29] https://www.forbes.com/sites/brucelee/2022/12/31/omicron-xbb15-rapidly-becomes-new-dominant-covid-19-subvariant-here-are-the-concerns/
[26] https://thirdpodfromthesun.com/2022/12/23/30-5-spaceship-earth/

Top URLs in Tweet in G1:
[86] https://twitter.com/jamesvgingerich/status/1226236195685969925/video/1
[2] https://www.lovethispic.com/image/177460/the-science-of-falling-in-love
[1] https://doi.org/10.1002/smm2.1108
[1] https://www.flickr.com/photo.gne?short=2o9M4k9
[1] https://www.flickr.com/photo.gne?short=2o7UiHn
[1] https://www.flickr.com/photo.gne?short=2o82Y3S
[1] https://www.flickr.com/photo.gne?short=2o8aN3f
[1] https://www.flickr.com/photo.gne?short=2o8taTt
[1] https://www.flickr.com/short_urls.gne?photoset=aHsmB6US6x
[1] https://www.flickr.com/photo.gne?short=2o8B7kn

Top URLs in Tweet in G2:
[513] https://www.forbes.com/sites/brucelee/2022/12/31/cdc-director-tweets-we-cant-stop-the-spread-of-covid-19-heres-the-pushback-on-this-claim/
[28] https://www.forbes.com/sites/brucelee/2022/12/31/omicron-xbb15-rapidly-becomes-new-dominant-covid-19-subvariant-here-are-the-concerns/
[15] https://www.rciscience.ca/news/2022/12/31/dr-dawn-bazely-2022-fleming-medal-winner
[10] https://www.forbes.com/sites/grrlscientist/2022/12/30/birds-identified-in-ancient-egyptian-mural-3300-years-after-it-was-painted/
[9] https://www.washingtonpost.com/health/2022/12/26/vaccine-hesitancy-measles-chickenpox-polio-flu/
[7] https://www.forbes.com/sites/brucelee/2023/01/03/anti-vaxxers-exploit-damar-hamlins-crisis-with-unfounded-covid-19-vaccine-claims/
[5] https://www.rciscience.ca/events/2023/fleming-2022
[4] https://www.forbes.com/sites/brucelee/2022/12/24/flushing-toilets-can-spray-a-15-meter-high-volcanic-plume-study-says/
[3] https://www.forbes.com/sites/brucelee/2022/12/27/measles-outbreak-in-ohio-82-children-infected-32-hospitalized-most-unvaccinated/
[3] https://twitter.com/BotanyRNG/status/1609489274952642560

Top URLs in Tweet in G3:
[5] https://linkinghub.elsevier.com/retrieve/pii/S0022227522001584
[4] https://open.spotify.com/episode/0n3fftsx19U8qXDpN4YCDX?si=0bf792a8b79c44d6
[2] https://threadreaderapp.com/thread/1602283127006760960.html
[2] https://www.ajo.com/article/S0002-9394(22)00524-4/fulltext?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[1] https://open.spotify.com/episode/1HEN8YU4k9iQYvyb0gaW6n?si=6425ef3f94384634
[1] https://twitter.com/jamesvgingerich/status/1226236195685969925/video/1
[1] https://www.ajo.com/article/S0002-9394(22)00525-6/fulltext?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.ajo.com/article/S0002-9394(22)00517-7/fulltext?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.ajo.com/article/S0002-9394(22)00514-1/fulltext?rss=yes&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.ajo.com/article/S0002-9394(22)00515-3/fulltext?rss=yes&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[18] https://twitter.com/ToshiyukiHorie/status/1607970659497545729
[15] https://www.mdpi.com/1420-3049/28/1/255
[13] https://twitter.com/ToshiyukiHorie/status/1606304076207005697
[12] https://igjps.com/index.php/IGJPS
[9] https://twitter.com/erlesen/status/1607221525647691778
[9] https://twitter.com/HealthyFellow/status/1607814221139677184
[9] https://twitter.com/EddieRDMD/status/1606087797210841093
[9] https://twitter.com/HealthyFellow/status/1608326991648026626
[9] https://twitter.com/_MCRicardo_/status/1608267466635116544
[9] https://twitter.com/HealthyFellow/status/1608573200782487553

Top URLs in Tweet in G5:
[38] https://www.nature.com/articles/s41580-022-00479-6?WT.mc_id=TWT_NatRevMCB
[19] https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.3955?cookieSet=1
[17] https://www.fao.org/documents/card/en/c/cc3579en/
[13] https://nph.onlinelibrary.wiley.com/doi/10.1111/nph.18631?cookieSet=1
[8] https://www.annualreviews.org/doi/10.1146/annurev-arplant-050718-100005?cookieSet=1
[7] https://twitter.com/AbioticStress/status/1607568208097349632
[7] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[6] https://www.tandfonline.com/doi/full/10.1080/21645698.2022.2106111?cookieSet=1
[6] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs43016-022-00636-2
[5] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-022-35679-3

Top URLs in Tweet in G6:
[26] https://thirdpodfromthesun.com/2022/12/23/30-5-spaceship-earth/
[20] https://connect.agu.org/sharingscience/resources/toolkits
[20] https://blogs.agu.org/sciencecommunication/2022/12/23/antarcticlog-adrift-at-the-north-pole/
[19] https://www.youtube.com/watch?v=0Qm1y2rYXZQ&feature=youtu.be

[9] https://thirdpodfromthesun.com/2022/12/30/31-spaceship-earth-using-satellites-to-feed-the-world/
[9] https://www.wired.com/story/drugs-aging-medicine-biotech/
[9] https://blogs.lse.ac.uk/impactofsocialsciences/2022/12/28/2022-in-review-communicating-your-research/
[9] https://docs.google.com/forms/d/18DQjBnJ2mZer0ZNHJOWKOHL6Qs9bS_kjlMVciuIURNc/viewform?edit_requested=true
[7] https://blogs.agu.org/sciencecommunication/2022/12/30/antarcticlog-hopey-new-year/
[6] https://www.nature.com/articles/d41586-022-04506-6

Top URLs in Tweet in G7:
[2] https://instagram.com/icta.stories/?igshid=YmMyMTA2M2Y=
[2] https://www.culturecollections.org.uk/news/culture-collection-news/culture-collections-current-vacancies.aspx
[2] https://twitter.com/The_EARA/status/1608402573064605698
[2] https://lee-phillips.org/articleAccess/
[2] https://lee-phillips.org/pdfToImpress.html
[1] https://www.bonfire.com/store/bscs/
[1] https://m.bilibilicomics.com/share/reader/mc105?utm_source=app_share_twitter&utm_medium=skiptimemission&systemLang=en&yh=NDE4NjMyNzAwMg==&share_template=1_2&hashtag=scicomm,Sci-Fi,System&time=2022-12-27_00:10:05
[1] http://irjournal.org/journal/view.php?doi=10.5217/ir.2021.00142
[1] https://twitter.com/alt_readonly/status/1607495556494151680
[1] https://api.library.agorapulse.com:443/redirect/4zz1k45gcl

Top URLs in Tweet in G8:
[12] https://novelscience.substack.com/p/stories-about-ukrainian-nazis-were?r=5qaob&s=w&utm_campaign=post&utm_medium=web
[11] https://www.science.org/content/article/demure-bird-has-brightest-feathers-ever-measured?cookieSet=1
[7] https://biolard.wordpress.com/2022/12/27/myriapods-of-the-multiverse-why-magic-the-gathering-keeps-mislabeling-their-insects/
[5] https://twitter.com/mcmsharksxx/status/1610637259480383489
[3] https://twitter.com/domhall/status/1609987435336695810
[3] https://www.mpalalive.org/field_guide/black_and_white_colobus
[2] https://twitter.com/MyFrogCroaked/status/1610426320118480896
[1] https://twitter.com/mcmsharksxx/status/1610274534665469952

Top URLs in Tweet in G9:
[3] https://illinois.csod.com/ux/ats/careersite/1/home/requisition/2149?c=illinois

Top URLs in Tweet in G10:
[13] https://scicomm.plos.org/2022/12/15/top-14-discoveries-in-human-evolution-2022-edition/
[11] https://www.npr.org/sections/goatsandsoda/2022/12/15/1143002538/china-appears-to-be-facing-what-could-be-the-world-s-largest-coronavirus-outbrea
[8] https://bjsm.bmj.com/content/56/10/568
[6] https://www.herox.com/fasebbioart2022
[6] https://www.reuters.com/lifestyle/science/study-shows-dinosaurs-were-struck-down-their-prime-by-asteroid-2022-12-08/
[6] https://www.smithsonianmag.com/science-nature/paleontologists-uncover-birthing-ground-for-earths-first-ocean-giants-180981320/
[5] https://cbirt.net/meet-bionumpy-a-powerful-tool-for-quick-and-easy-biological-data-analysis-with-python/
[5] https://www.nature.com/articles/d41586-022-04428-3
[5] https://www.sciencenews.org/article/sleeping-glass-frogs-blood-liver
[5] https://www.smithsonianmag.com/blogs/national-museum-of-natural-history/2022/12/13/meet-the-smithsonian-director-bringing-a-deep-time-perspective-to-the-international-climate-discussion/

Top Domains
Top Domains in Tweet in Entire Graph:
[649] twitter.com
[591] forbes.com
[323] flickr.com
[169] t.me
[159] youtube.com
[90] nature.com
[68] agu.org
[51] wiley.com
[46] twitch.tv
[37] thirdpodfromthesun.com

Top Domains in Tweet in G1:
[86] twitter.com
[15] flickr.com
[2] lovethispic.com
[1] doi.org
[1] cbirt.net
[1] forbes.com
[1] linkedin.com

Top Domains in Tweet in G2:
[583] forbes.com
[20] rciscience.ca
[9] washingtonpost.com
[5] twitter.com
[1] bsbi.org
[1] agu.org

Top Domains in Tweet in G3:
[12] ajo.com
[5] spotify.com
[5] elsevier.com
[2] threadreaderapp.com
[2] twitter.com

Top Domains in Tweet in G4:
[167] twitter.com
[15] mdpi.com
[13] igjps.com
[10] linkedin.com
[7] theguardian.com
[6] thefemalescientist.com
[5] yogaoffreedom.guru
[5] physiology.org
[4] co.uk
[3] elifesciences.org

Top Domains in Tweet in G5:
[56] nature.com
[39] wiley.com
[17] fao.org
[17] twitter.com
[14] cbirt.net
[11] annualreviews.org
[10] biorxiv.org
[7] sciencedirect.com
[7] cambridge.org
[6] tandfonline.com

Top Domains in Tweet in G6:
[66] agu.org
[54] youtube.com
[37] thirdpodfromthesun.com
[22] twitter.com
[11] google.com
[10] scienceblog.com
[10] ac.uk
[9] wired.com
[6] nature.com
[5] apple.com

Top Domains in Tweet in G7:
[28] twitter.com
[16] bilibilicomics.com
[5] youtube.com
[5] lee-phillips.org
[5] peoplebehindthescience.com
[3] instagram.com
[2] selectscience.net
[2] org.uk
[2] anoleannals.org
[1] bonfire.com

Top Domains in Tweet in G8:
[12] substack.com
[11] twitter.com
[11] science.org
[7] wordpress.com
[3] mpalalive.org

Top Domains in Tweet in G9:
[3] csod.com

Top Domains in Tweet in G10:
[26] smithsonianmag.com
[20] cbirt.net
[19] nature.com
[14] sciencenews.org
[13] twitter.com
[13] plos.org
[11] npr.org
[9] phys.org
[8] bmj.com
[6] herox.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6777] scicomm
[1733] academictwitter
[1336] medtwitter
[1209] meded
[1184] science
[628] sciencetwitter
[557] health
[440] biology
[421] sciart
[390] healthcare



Top Hashtags in Tweet in G1:
[1234] scicomm
[1204] medtwitter
[1202] academictwitter
[1096] meded
[621] science
[474] sciencetwitter
[465] health
[384] biology
[354] anatomy
[338] healthcare

Top Hashtags in Tweet in G2:
[630] scicomm
[31] epitwitter
[20] science
[16] ornithology
[11] flemingmedal
[10] archaeology
[10] egyptology
[10] birding
[10] masterpiece
[10] art

Top Hashtags in Tweet in G3:
[402] scicomm
[348] academictwitter
[35] phdlife
[33] phd
[33] science
[31] academia
[31] xp
[23] academicchatter
[15] phdchat
[14] stem

Top Hashtags in Tweet in G4:
[247] scicomm
[134] inpst
[75] stem
[72] gratitude
[70] womeninstem
[65] globalhealth
[60] health
[55] phdvoice
[54] science
[52] nutrition

Top Hashtags in Tweet in G5:
[201] scicomm
[166] plantsci
[56] climatechange
[38] hormone
[38] abiotic
[38] phytohormones
[38] aba
[38] auxin
[38] gibberellin
[38] ethylene

Top Hashtags in Tweet in G6:
[442] scicomm
[66] sciart
[56] wisskomm
[50] scicommchat
[38] science
[37] spaceshipearth
[37] antarcticlog
[34] space
[29] womeninscience
[26] nasa

Top Hashtags in Tweet in G7:
[181] scicomm
[35] science
[14] academictwitter
[11] sciencecommunication
[9] medtwitter
[9] research
[8] meded
[7] stem
[7] sciart
[7] healthcare

Top Hashtags in Tweet in G8:
[210] scicomm
[42] sciart
[33] invertefest
[31] primateplaytime
[28] primatology
[26] entomology
[24] guesstheinfant
[22] insects
[20] phd
[20] nature

Top Hashtags in Tweet in G9:
[150] scicomm
[145] pokemonscarletviolet
[145] clodsire
[145] spanishnewt
[145] paldea
[145] pokémon
[3] pri
[3] hiring
[3] communications
[3] branding

Top Hashtags in Tweet in G10:
[252] scicomm
[105] scichat
[65] stem
[49] science
[40] sciencetwitter
[30] research
[30] academictwitter
[22] biology
[22] covid19
[20] exercise

Top Words
Top Words in Tweet in Entire Graph:
[6953] #scicomm
[1744] #academictwitter
[1346] #medtwitter
[1217] #meded
[1190] #science
[860] 2022
[640] #sciencetwitter
[628] research
[614] december
[589] twitter

Top Words in Tweet in G1:
[1237] #scicomm
[1204] #medtwitter
[1202] #academictwitter
[1096] #meded
[621] #science
[474] #sciencetwitter
[465] #health
[384] #biology
[357] ogdukeneurosurg
[356] view

Top Words in Tweet in G2:
[630] #scicomm
[579] forbes
[557] covid
[556] coverage
[548] 19
[522] twitter
[514] including
[513] director
[513] rochelle
[513] spread

Top Words in Tweet in G3:
[403] #scicomm
[379] openacademics
[349] research
[348] #academictwitter
[348] thephdplace
[323] tools
[302] academic
[300] 2022
[299] shared
[299] compilation

Top Words in Tweet in G4:
[258] #scicomm
[134] #inpst
[92] thread
[80] #stem
[72] #gratitude
[71] #womeninstem
[70] #globalhealth
[60] #phdvoice
[60] #health
[57] #nutrition

Top Words in Tweet in G5:
[217] #scicomm
[166] #plantsci
[131] co
[67] review
[56] #climatechange
[46] plant
[44] stress
[44] natureplants
[42] stressgranulemc
[38] #auxin

Top Words in Tweet in G6:
[469] #scicomm
[118] year
[89] science
[81] more
[69] #sciart
[63] research
[56] #wisskomm
[55] 2022
[50] scientists
[50] #scicommchat

Top Words in Tweet in G7:
[181] #scicomm
[35] #science
[31] year
[22] 2023
[21] science
[19] more
[14] #academictwitter
[13] 2022
[12] very
[11] #sciencecommunication

Top Words in Tweet in G8:
[210] #scicomm
[57] found
[46] species
[43] happy
[42] year
[42] #sciart
[37] wings
[35] shark
[33] #invertefest
[32] bullhead

Top Words in Tweet in G9:
[290] based
[150] #scicomm
[145] waltlii
[145] ribs
[145] coated
[145] poison
[145] skin
[145] push
[145] defense
[145] animal

Top Words in Tweet in G10:
[268] #scicomm
[106] #scichat
[67] #stem
[50] #science
[43] #sciencetwitter
[35] year
[34] first
[34] #academictwitter
[30] 2022
[30] #research

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1128] #meded,#medtwitter
[657] #scicomm,#academictwitter
[607] #academictwitter,#scicomm
[563] coverage,forbes
[557] covid,19
[545] #medtwitter,#scicomm
[526] forbes,#scicomm
[517] number,ppl
[517] cdc,director
[517] back,including

Top Word Pairs in Tweet in G1:
[1092] #meded,#medtwitter
[576] #scicomm,#academictwitter
[490] #medtwitter,#scicomm
[353] view,orbital
[353] #sciencetwitter,#academictwitter
[353] great,view
[353] ogdukeneurosurg,#sciencetwitter
[353] #scicomm,#anatomy
[353] structure,ogdukeneurosurg
[353] orbital,structure

Top Word Pairs in Tweet in G2:
[556] coverage,forbes
[548] covid,19
[521] forbes,#scicomm
[513] spread,covid
[513] pushed,back
[513] shikhajainmd,itosettimd_mba
[513] number,ppl
[513] walensky,tweeted
[513] dailyjlee,coverage
[513] including,luckytran

Top Word Pairs in Tweet in G3:
[345] openacademics,thephdplace
[330] thephdplace,#academictwitter
[328] #academictwitter,#scicomm
[307] research,tools
[299] 2022,compilation
[299] tools,shared
[299] academic,research
[299] compilation,openacademics
[299] shared,2022
[33] academicchatter,#scicomm

Top Word Pairs in Tweet in G4:
[68] #scicomm,#womeninstem
[68] #womeninstem,#stem
[60] #stem,#phdvoice
[57] #gratitude,#inpst
[57] #inpst,#scicomm
[52] #openscience,#scicomm
[48] #globalhealth,#nutrition
[35] #nutrition,#openscience
[31] #inpst,#globalhealth
[25] #medtwitter,#healthcare

Top Word Pairs in Tweet in G5:
[161] #plantsci,#scicomm
[43] #scicomm,#climatechange
[38] plant,#hormone
[38] #phytohormones,#aba
[38] waadt,ucsdbiosciences
[38] #ethylene,#cytokinins
[38] #gibberellin,#ethylene
[38] review,waadt
[38] food4allgh,stressgranulemc
[38] ij3fdqvrgj,#plantsci

Top Word Pairs in Tweet in G6:
[56] #scicomm,#wisskomm
[42] happy,year
[41] #scicomm,#sciart
[38] science,communication
[28] #science,#scicomm
[26] #nasa,scientists
[25] youtube,#science
[24] great,#scicomm
[24] holiday,season
[24] social,media

Top Word Pairs in Tweet in G7:
[9] #scicomm,#academictwitter
[7] happy,year
[6] #meded,#medtwitter
[6] #science,#scicomm
[5] #scicomm,#science
[5] #sciencecommunication,#scicomm
[4] wait,see
[4] #academictwitter,#neurotwitter
[4] look,back
[4] science,communication

Top Word Pairs in Tweet in G8:
[32] bullhead,shark
[32] shark,heterodontus
[26] poster,sphinx
[26] lithuania,#sciart
[26] moths,species
[26] species,found
[26] found,lithuania
[26] #sciart,#scicomm
[26] sphinx,moths
[26] happy,#invertefest

Top Word Pairs in Tweet in G9:
[145] sense,#paldea
[145] #pokémon,newts
[145] animal,called
[145] #pokemonscarletviolet,#clodsire
[145] #spanishnewt,pleurodeles
[145] poison,defense
[145] #clodsire,based
[145] based,spain
[145] waltlii,makes
[145] skin,coated

Top Word Pairs in Tweet in G10:
[75] #scichat,#scicomm
[28] maria,mitchell
[25] #scicomm,#academictwitter
[23] #scicomm,#stem
[20] cbirtdirector,#bioinformatics
[19] #scicomm,#sciencetwitter
[17] #sciencetwitter,#scicomm
[16] crestonbooks,lizaroyceagency
[16] #sciences,#biology
[16] #stem,#bookposse

Top Replied-To
Top Replied-To in Entire Graph:
@scicommclub
@jheighton3
@doodlebugkry
@nilotpalmishra0
@cfrank149
@cbcstephenquinn
@sicb_
@danpalaeon1
@lsequelae
@clirnet

Top Replied-To in G2:
@camerongraham
@kelcsimpkins
@wesleywilson
@genna_buck
@widowweb
@sagillespie
@rciscience

Top Replied-To in G4:
@do_kinder
@bullyingalberta
@dhpsp
@gelarehdarabi
@laserhaas01
@cgmundell
@reneebleau

Top Replied-To in G5:
@bay_native
@disastrouscomms

Top Replied-To in G6:
@scicommclub
@doodlebugkry
@valerie_benti
@thegsyscientist
@cjayewong
@aimencreates
@fancycomma
@impacientifica
@gamebiologist
@northcarolinaee

Top Replied-To in G8:
@hawaiianimages

Top Replied-To in G10:
@vaccinologist
@sciencenews

Top Mentioned
Top Mentioned in Entire Graph:
@forbes
@luckytran
@shikhajainmd
@itosettimd_mba
@dailyjlee
@openacademics
@ogdukeneurosurg
@thephdplace
@nucleusmedart

Top Mentioned in G1:
@ogdukeneurosurg
@nucleusmedart
@dw_scitech
@howthingswork_
@techinsider
@slava__bobrov
@nejm
@elifcxe
@innov_medicine
@nursehann100

Top Mentioned in G2:
@forbes
@luckytran
@shikhajainmd
@itosettimd_mba
@dailyjlee
@grrlscientist
@forbesscience
@jayingram
@dawnbazely
@rciscience

Top Mentioned in G3:
@openacademics
@thephdplace
@academicchatter
@phdvoice
@thestrugglings4
@phd_genie
@vnvrinda
@scicommsci

Top Mentioned in G4:
@dronita_de
@dhpsp
@scientistbiomed
@haroldsinnott
@braincures
@nawazfaisal_ai
@proftimnoakes
@_inpst
@chocolatierep
@essaryasir

Top Mentioned in G5:
@natureplants
@stressgranulemc
@ucsdbiosciences
@researchucsd
@natrevmcb
@food4allgh
@kevintzhao93
@abioticstress
@jenniferkuzma0
@gescenterncsu

Top Mentioned in G6:
@youtube
@doodlebugkry
@thirdpod
@agu_scicomm
@theagu
@realsci_nano
@nasaearth
@umdgeography
@eleanorsheekey
@ccupf

Top Mentioned in G7:
@inlnano
@apecsbelgium

Top Mentioned in G8:
@marspidermonkey
@primatweeps
@usfws
@iucnredlist

Top Mentioned in G9:
@uofiresearch

Top Mentioned in G10:
@cbirtdirector
@steamteambooks
@crestonbooks
@lizaroyceagency
@nature
@laelaps
@ryantmcrae
@brianapobiner
@histochemnews
@witsuniversity

Top Tweeters
Top Tweeters in Entire Graph:
@ecodaren
@marciojmsilva
@wwwanpaus
@blazedrts
@_redfrog
@indiegamesdevel
@lizditz
@masaran10
@vtubertweeter
@miguelhilargiak

Top Tweeters in G1:
@masaran10
@lizardogramcko
@dorandae_il
@gracehunter98
@petra_jansa
@macel_franz
@neverbethelisa
@marc1705
@guiller79224295
@srb1970rita

Top Tweeters in G2:
@lizditz
@katcapps
@morgfair
@kimvie
@paulsorrentino3
@inforenique
@mijomojo1
@godandthebear
@brucepknight
@bbddpp

Top Tweeters in G3:
@lorena_ep_
@celestinogutirr
@victor_asal
@phdvoice
@psicloudia
@engandrelm
@ceoonlinestore
@susheewa
@davemazella
@alexespinosaco

Top Tweeters in G4:
@sudeepkhatri
@guardian
@googleexpertuk
@mrproverbe
@nicochan33
@doctorow
@drumeshprabhu
@preciso_com
@jj_angelus
@vicentelozadab

Top Tweeters in G5:
@academicchatter
@randreszurita
@compchembiobot
@markowenmartin
@binfotrends
@lilostartuplilo
@sciencecareers
@agbioworld
@kevinfolta
@cgiar

Top Tweeters in G6:
@gohsuket
@chabis_ch
@theatlantic
@wired
@greene_thoughts
@simonperera
@rockinfreelance
@cmorfakis
@statisticsphd
@smm_news_feed

Top Tweeters in G7:
@morphizm
@jplovescotton
@anlomedad
@mahealthforkids
@mpaynspeaker
@aminart
@mvugt
@jeanneyacoubou
@jrepin
@acercaciencia

Top Tweeters in G8:
@vtubertweeter
@frecklesxx20
@junesock
@crawlieswithcri
@teadrivendev
@molicioushat
@me_for_earth
@feathersong
@unikokorotweets
@tetzoo

Top Tweeters in G9:
@rycaster
@mintchidori
@loborundas
@roamingphantom
@intrinsicgames
@brightsuzaku
@aaronjpruden
@cytosine_37
@alanmartinez43
@basashichigo

Top Tweeters in G10:
@andrewmorrisuk
@neilyoungsaveus
@pythonroboto
@3pennymovies
@siencetalk
@satheeshpodury
@geographile
@markj_ohnson
@classroomtools
@patrinac


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