scicomm, Twitter, 3/19/2019 1:09:07 PM, 190878


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scicomm_2019-03-19_05-00-33.xlsx
scicomm_2019-03-19_05-00-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2FcDpLf
@scicommbot
@_open_science_
@joesbigidea
@fromthelabbench
@gaiusdivifilius
@wise_cu
@_atanas_
@alongsidewild
@npr
@amoebasisters

Top hashtags:
#scicomm
#science
#sciart
#biology
#research
#stem
#vaccination
#phdchat

Description:
Description
The graph represents a network of 4,586 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 Tuesday, 19 March 2019 at 12:01 UTC.

The requested start date was Tuesday, 19 March 2019 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 3-day, 5-hour, 6-minute period from Friday, 15 March 2019 at 13:48 UTC to Monday, 18 March 2019 at 18:54 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 : 4586
Unique Edges : 6989
Edges With Duplicates : 1575
Total Edges : 8564
Number of Edge Types : 3
Mentions : 7584
Tweet : 831
Replies to : 149
Self-Loops : 831
Reciprocated Vertex Pair Ratio : 0.0412173142266214
Reciprocated Edge Ratio : 0.0791713961407492
Connected Components : 367
Single-Vertex Connected Components : 117
Maximum Vertices in a Connected Component : 3579
Maximum Edges in a Connected Component : 7463
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.439821
Graph Density : 0.000335191120288812
Modularity : 0.708719
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[19] https://twitter.com/joesbigidea/status/1106624625793028098
[15] https://kenyapips2019.home.blog/
[14] https://www.journal-of-hepatology.eu/article/S0168-8278(18)32495-4/fulltext
[14] https://inpst.net/inpst-young-scientist-award-2019/
[12] https://twitter.com/acsreactions/status/1107247596869955584
[10] http://ow.ly/RCDw50mXENl
[8] https://www.redbubble.com/people/thevexedmuddler
[8] https://www.theopennotebook.com/2019/03/12/including-lgbtq-scientists-as-sources/
[7] http://mossdreams.blogspot.com/2019/03/a-charm-for-st-patricks-day.html
[7] https://twitter.com/joesbigidea/status/1106607574269468672

Top URLs in Tweet in G1:
[8] https://twitter.com/joesbigidea/status/1106624625793028098
[6] https://www.harvardneuroblog.com/blog/2019/3/12/animal-model-diversity-in-neuroscience
[4] https://talesofscales.home.blog/2019/03/18/red-back-salamander-plethodon-cinereus/
[3] https://twitter.com/kylemarian/status/1106675884235214848
[3] https://twitter.com/GlasgowGist/status/1106694864878604288
[3] https://www.researchretold.com/communication-tips-for-academic-researchers
[3] https://twitter.com/ComSciConHou/status/1107002691237171200
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018GL081393
[2] https://twitter.com/erictopol/status/1106588580208476160
[2] https://phys.org/news/2019-03-probability-catastrophic-geomagnetic-storm.html

Top URLs in Tweet in G2:
[15] https://kenyapips2019.home.blog/
[6] http://mossdreams.blogspot.com/2019/03/a-charm-for-st-patricks-day.html
[5] http://mossdreams.blogspot.com/2019/03/why-we-are-losing-our-dreams.html
[5] http://sciteum.com/iypt
[5] https://www.parapsikoloji.net/durugoru-yetenegi-nasil-gelistirilir-durugoru-teknigi/
[5] http://mossdreams.blogspot.com/2019/03/choose-day.html
[5] https://www.scienceandnonduality.com/?post_type=post&p=134664
[4] https://materials.typepad.com/mrspeaking/2019/03/toward-synthetic-cellularity.html
[4] https://www.scienceandnonduality.com/?post_type=post&p=134626
[3] https://www.sciencetalk.org/

Top URLs in Tweet in G3:
[5] https://twitter.com/joesbigidea/status/1106624625793028098
[5] https://www.redbubble.com/people/thevexedmuddler
[3] https://twitter.com/scientist_kq/status/1106263085810155521
[2] https://twitter.com/Animate_Science/status/1107491940961009664
[2] https://open.spotify.com/episode/6ZV9NPI92EOp2jpAuMjZz8
[2] https://twitter.com/joesbigidea/status/1106607574269468672
[1] https://twitter.com/alexwstockinger/status/1107020322698612739
[1] http://www.npr.org/templates/story/story.php?storyId=537735624&utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://twitter.com/TEDTalks/status/1107065368726638597
[1] https://www.youtube.com/watch?v=HdB_nrgbsaQ&feature=youtu.be


Top URLs in Tweet in G4:
[3] https://vtichthyology.blogspot.com/2018/12/are-your-sardines-seabird-safe-by-don.html
[3] https://twitter.com/AAS_Office/status/1105498632369913857
[2] https://theconversation.com/scientific-evidence-what-is-it-and-how-can-we-trust-it-14716?utm_medium=amptwitter&utm_source=twitter
[2] https://twitter.com/joesbigidea/status/1106624625793028098
[2] https://twitter.com/roslininstitute/status/1106485161598828545
[1] https://www.theguardian.com/voluntary-sector-network/2014/jun/25/five-ways-to-turn-social-media-campaign-into-movement
[1] https://www.gofundme.com/science-returns-to-paradise
[1] https://twitter.com/CC_Yale/status/1100062928580104192
[1] https://twitter.com/MiSciWriters/status/1107678523819548673
[1] https://twitter.com/nerdnitea2/status/1104120638225158150

Top URLs in Tweet in G5:
[2] https://www.eventbrite.com.au/e/qld-film-tv-events-presents-what-women-want-in-filmmaking-tickets-56267645041?aff=ebdshpsearchautocomplete
[2] https://twitter.com/Constababble/status/1107514639993061376
[1] https://twitter.com/surt_lab/status/1107011486012997632
[1] https://www.livingalongsidewildlife.com/2019/03/congratulations-to-jason-ward-first.html
[1] https://www.livingalongsidewildlife.com
[1] https://frogblogmanchester.com/2018/11/26/the-story-of-sylvias-frog/
[1] https://twitter.com/MyFrogCroaked/status/1105861854071586817
[1] https://twitter.com/DrShepherd2013/status/1103643977620881408
[1] https://twitter.com/eupathdb/status/1107645924497653760
[1] https://www.eventbrite.com.au/e/science-meets-screen-a-creative-chemistry-tickets-57326142034

Top URLs in Tweet in G6:
[7] https://sciworthy.com/hacking-hydroponics-to-grow-kidney-friendly-vegetables/?utm_content=bufferd7e42&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] http://sciencevshollywood.com/can-you-travel-the-tube-futurama-style/?utm_content=buffera58ee&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://register.gotowebinar.com/register/891991299829897729
[3] https://medium.com/predict/testing-symmetry-and-space-time-with-atomic-clocks-44666bc4e9e?source=rss-b18e49a50ceb------2&utm_content=buffer11012&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.scienceforprogress.eu/17-from-phd-to-scicomm-via-booktube-with-deboki-chakravarta/
[3] https://bucketofwork.wordpress.com/2019/03/16/say-hello-beautiful-scicomm-lovesweatandscience-micf19/
[2] https://paperboys.pinecast.co/episode/d773777fa685495d/why-does-pain-hurt-?utm_content=buffer8616e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://medium.com/predict/supercomputer-used-to-solve-the-mystery-of-beta-decay-9c7d94f67efe?source=rss-b18e49a50ceb------2&utm_content=buffere20f8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://the-scorpion-and-the-frog.blogspot.com/2019/03/reduce-stress-with-this-animal-behavior.html?utm_content=buffer0468a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://magnusthedux.wordpress.com/2019/03/16/my-time-in-vienna/

Top URLs in Tweet in G7:
[8] https://www.theopennotebook.com/2019/03/12/including-lgbtq-scientists-as-sources/
[7] http://ow.ly/RCDw50mXENl
[3] https://blogs.agu.org/sciencecommunication/2019/03/18/communicating-climate-change-through-traditional-folk-theater/
[3] https://blogs.scientificamerican.com/voices/what-happens-when-you-read-science-writing-by-women/?amp
[3] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018GL080658
[3] https://blogs.agu.org/sciencecommunication/2019/03/11/is-chasing-ice-an-effective-message-on-climate-change/
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018GL081393
[2] https://theopennotebook.submittable.com/gallery/4490c941-d6c3-4547-b6cf-776e05c95215?fbclid=IwAR0J0osNQZFc2Ab14ayKv6wwnmCkwVjyrLvXr1hNhbt2x7aMcTil5RrZQEg
[2] http://science.sciencemag.org/content/363/6430/930
[2] https://journals.ametsoc.org/doi/10.1175/WCAS-D-18-0066.1

Top URLs in Tweet in G8:
[3] https://youtu.be/Zg6KeXsDVwY
[3] https://www.youtube.com/watch?v=nWyyDHhTxYU&list=PLi01XoE8jYojRqM4qGBF1U90Ee1Ecb5tt

[2] https://www.youtube.com/watch?v=N564FjDwE5Y&feature=youtu.be

[1] https://twitter.com/profmicrobe/status/1107588858504531968
[1] https://en.wikipedia.org/wiki/Amoeba_(disambiguation)
[1] https://www.youtube.com/watch?v=pv3Kj0UjiLE&feature=youtu.be

[1] https://www.youtube.com/watch?v=Gd09V2AkZv4&feature=youtu.be

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

[1] https://www.youtube.com/watch?v=7VM9YxmULuo&feature=youtu.be

[1] https://www.amoebasisters.com/our-videos.html

Top URLs in Tweet in G9:
[3] https://twitter.com/joesbigidea/status/1106624625793028098
[2] https://twitter.com/joesbigidea/status/1106607574269468672
[1] https://twitter.com/erin_rod_phd/status/1106535361893883904
[1] https://www.science.events/call-for-participation
[1] https://www.the-scientist.com/news-opinion/norway-joins-list-of-countries-canceling-elsevier-contracts-65594#.XIvFBAppHmY.twitter
[1] https://www.npr.org/2019/03/15/703467906/weight-loss-is-hard-we-want-to-hear-your-story
[1] https://www.medthinkscicom.com/medical-communications-capabilities
[1] https://twitter.com/aaronecarroll/status/1106587553166229505
[1] https://twitter.com/xkcdComic/status/1106541269822562304
[1] https://twitter.com/AaronDWKennedy/status/1106345448816574464

Top URLs in Tweet in G10:
[14] https://inpst.net/inpst-young-scientist-award-2019/
[6] http://inpst.net/the-top-25-biotech-influencers-to-watch-on-twitter-ranking-by-disruptor-daily-lists-on-11th-position-atanas-g-atanasov-inpst-founder-and-executive-director/
[2] https://www.nature.com/articles/s41467-019-09029-9?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+ncomms%2Frss%2Fcurrent+%28Nature+Communications+-+current%29
[2] https://inpst.net/discovery-and-resupply-of-pharmacologically-active-plant-derived-natural-products-a-review/
[1] https://www.sciencedirect.com/science/article/pii/S2211124719301767?dgcid=rss_sd_all
[1] https://www.frontiersin.org/articles/10.3389/fphar.2019.00070/full
[1] https://www.frontiersin.org/articles/10.3389/fphar.2019.00158/full
[1] https://www.frontiersin.org/articles/10.3389/fphar.2019.00215/full
[1] http://advances.sciencemag.org/lookup/content/short/5/3/eaau9443?rss=1
[1] https://www.nature.com/articles/s41598-019-40774-5?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+srep%2Frss%2Fcurrent+%28Scientific+Reports%29

Top Domains
Top Domains in Tweet in Entire Graph:
[389] twitter.com
[49] youtube.com
[30] blogspot.com
[27] okt.to
[25] instagram.com
[23] inpst.net
[21] wordpress.com
[21] home.blog
[20] ac.uk
[19] medium.com

Top Domains in Tweet in G1:
[85] twitter.com
[8] instagram.com
[6] arxiv.org
[6] harvardneuroblog.com
[5] wiley.com
[5] home.blog
[4] antybuddy.com
[3] researchretold.com
[3] phys.org
[3] youtube.com

Top Domains in Tweet in G2:
[32] twitter.com
[20] blogspot.com
[16] home.blog
[10] scienceandnonduality.com
[10] ac.uk
[8] youtube.com
[6] wordpress.com
[5] sciencetalk.org
[5] sciteum.com
[5] parapsikoloji.net

Top Domains in Tweet in G3:
[21] twitter.com
[5] redbubble.com
[2] spotify.com
[1] npr.org
[1] youtube.com
[1] skypeascientist.com
[1] sciencetalk.org
[1] purdue.edu
[1] climatevisuals.org
[1] caveat.nyc

Top Domains in Tweet in G4:
[24] twitter.com
[3] blogspot.com
[2] theconversation.com
[1] theguardian.com
[1] gofundme.com
[1] chronicle.com
[1] google.com
[1] slack.com
[1] counter.social
[1] youtube.com

Top Domains in Tweet in G5:
[8] twitter.com
[4] com.au
[2] livingalongsidewildlife.com
[1] frogblogmanchester.com
[1] thesciencenation.com
[1] artthescience.com
[1] etsy.com
[1] flickr.com

Top Domains in Tweet in G6:
[11] twitter.com
[8] medium.com
[8] wordpress.com
[7] sciworthy.com
[6] sciencevshollywood.com
[5] gotowebinar.com
[4] youtube.com
[3] gaiusjaugustus.com
[3] scienceforprogress.eu
[3] theacademicdesigner.com

Top Domains in Tweet in G7:
[15] twitter.com
[10] ow.ly
[8] theopennotebook.com
[7] wiley.com
[7] agu.org
[4] adp.com
[3] scientificamerican.com
[3] tinyurl.com
[3] aaas.org
[2] submittable.com

Top Domains in Tweet in G8:
[16] youtube.com
[4] twitter.com
[3] youtu.be
[1] wikipedia.org
[1] amoebasisters.com
[1] sciencedaily.com
[1] theness.com
[1] arstechnica.com
[1] the-scientist.com
[1] research2reality.com

Top Domains in Tweet in G9:
[37] twitter.com
[4] instagram.com
[2] mit.edu
[1] science.events
[1] the-scientist.com
[1] npr.org
[1] medthinkscicom.com
[1] xkcd.com
[1] canva.com
[1] sciencealert.com

Top Domains in Tweet in G10:
[23] inpst.net
[6] nature.com
[5] frontiersin.org
[4] instagram.com
[2] sciencedirect.com
[1] sciencemag.org
[1] mdpi.com
[1] medicalnewstoday.com
[1] excisionediting.com
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2984] scicomm
[415] science
[256] sciart
[115] biology
[107] research
[107] stem
[79] vaccination
[64] phdchat
[62] womeninstem
[60] snrtg



Top Hashtags in Tweet in G1:
[384] scicomm
[62] science
[28] cdnpoli
[23] stem
[20] sciart
[17] teamfish
[14] research
[12] climatechange
[12] phdchat
[12] climate

Top Hashtags in Tweet in G2:
[348] scicomm
[58] snrtg
[47] science
[38] bloggerstribe
[27] himachal
[26] sciart
[22] psychat
[21] wordpress
[20] malebloggers
[17] phdchat

Top Hashtags in Tweet in G3:
[216] scicomm
[16] nyc
[16] nycscicommmeetup
[8] skypeascientist
[6] sundayfishsketch
[5] teamfish
[5] sketchallfish
[4] irchlb19
[4] outreach
[3] eccc19

Top Hashtags in Tweet in G4:
[260] scicomm
[6] socialmedia
[5] womeninstem
[5] envscomm19
[4] fishsci
[3] stem
[3] science
[3] personalbranding
[3] sciencetwitter
[3] scicomm2019

Top Hashtags in Tweet in G5:
[78] scicomm
[19] sciart
[13] namethatthing
[12] birdquiz
[12] guessthecrest
[12] birds
[11] bioart
[10] sundayfishsketch
[10] cod
[10] stpaddysday

Top Hashtags in Tweet in G6:
[191] scicomm
[37] cscatl2019
[16] science
[15] sciart
[12] physics
[12] climate
[10] stem
[9] phdchat
[7] biology
[7] hydroponics

Top Hashtags in Tweet in G7:
[104] scicomm
[19] climatechange
[16] sciart
[11] outtoinnovate
[8] sciengage
[7] scinews
[7] science
[6] storytelling
[6] scisummary
[5] agublogs

Top Hashtags in Tweet in G8:
[92] scicomm
[73] biology
[46] science
[45] sciart
[13] cellmigration
[11] hq
[11] cells
[11] tissues
[11] dendriticcell
[10] fossilfriday

Top Hashtags in Tweet in G9:
[118] scicomm
[12] science
[4] stem
[4] space
[3] research
[3] womeninstem
[3] outreach
[3] art
[3] astronomy
[2] stpatricksday

Top Hashtags in Tweet in G10:
[81] science
[61] scicomm
[42] research
[38] health
[35] inpst
[24] chemistry
[22] medicine
[17] diet
[15] delivery
[15] frameworks

Top Words
Top Words in Tweet in Entire Graph:
[4337] Words in Sentiment List#1: Positive
[1121] Words in Sentiment List#2: Negative
[15] Words in Sentiment List#3: Angry/Violent
[112120] Non-categorized Words
[117578] Total Words
[3084] scicomm
[1083] science
[453] learn
[450] scientists
[358] out

Top Words in Tweet in G1:
[388] scicomm
[160] science
[62] s
[56] out
[52] today
[41] time
[40] t
[37] new
[34] great
[33] week

Top Words in Tweet in G2:
[361] scicomm
[132] science
[64] out
[63] more
[60] snrtg
[51] g4mma
[47] check
[39] talk
[39] s
[38] bloggerstribe

Top Words in Tweet in G3:
[230] scientists
[227] scicomm
[221] joesbigidea
[218] npr
[139] join
[138] communicators
[137] know
[137] community
[137] helps
[137] better

Top Words in Tweet in G4:
[287] learn
[281] scicomm
[234] fromthelabbench
[158] wise_cu
[142] nothing
[142] memorize
[58] media
[58] social
[54] tips
[51] personal

Top Words in Tweet in G5:
[101] wildlife
[98] alongsidewild
[96] alongside
[87] science
[86] engage
[85] communicators
[82] foundation
[82] outreach
[82] award
[82] recognizes

Top Words in Tweet in G6:
[195] scicomm
[54] science
[37] cscatl2019
[34] out
[31] comsciconatl
[20] time
[20] new
[19] climate
[19] work
[19] research

Top Words in Tweet in G7:
[109] scicomm
[38] agu_scicomm
[35] science
[33] aaas
[30] up
[28] hiring
[27] engageclimate
[26] scientists
[25] climatechange
[25] program

Top Words in Tweet in G8:
[92] scicomm
[76] amoebasisters
[74] biology
[48] science
[45] sciart
[41] s
[39] little
[37] vocabulary
[37] friday
[33] favorite

Top Words in Tweet in G9:
[124] scicomm
[30] science
[14] s
[10] great
[10] t
[10] research
[9] out
[8] now
[7] students
[7] people

Top Words in Tweet in G10:
[85] science
[74] _atanas_
[61] scicomm
[49] inpst
[42] research
[38] health
[31] medicine
[30] delivery
[24] chemistry
[20] _inpst

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[174] scicomm,community
[170] nothing,scicomm
[167] learn,nothing
[167] scicomm,learn
[167] learn,memorize
[167] memorize,wise_cu
[166] fromthelabbench,learn
[163] know,npr
[163] npr,runs
[163] runs,nation

Top Word Pairs in Tweet in G1:
[26] check,out
[18] looking,forward
[13] teaching,science
[13] science,tv
[13] tv,big
[13] big,screen
[13] screen,games
[13] games,today
[13] today,scicomm
[12] science,communication

Top Word Pairs in Tweet in G2:
[45] check,out
[19] science,scicomm
[18] bloggerstribe,snrtg
[17] wildlife,conservation
[16] science,communication
[16] mossdreams,malebloggers
[16] malebloggers,dreams
[16] dreams,scicomm
[16] scicomm,himachal
[16] himachal,bloggerstribe

Top Word Pairs in Tweet in G3:
[136] know,npr
[136] npr,runs
[136] runs,nation
[136] nation,wide
[136] wide,scicomm
[136] scicomm,community
[136] community,helps
[136] helps,scientists
[136] scientists,become
[136] become,better

Top Word Pairs in Tweet in G4:
[142] learn,nothing
[142] nothing,scicomm
[142] scicomm,learn
[142] learn,memorize
[142] memorize,wise_cu
[141] fromthelabbench,learn
[57] social,media
[46] top,tips
[46] tips,building
[46] building,personal

Top Word Pairs in Tweet in G5:
[96] alongside,wildlife
[82] wildlife,foundation
[82] foundation,outreach
[82] outreach,award
[82] award,recognizes
[82] recognizes,innovative
[82] innovative,science
[82] science,communicators
[82] communicators,engage
[82] engage,educate

Top Word Pairs in Tweet in G6:
[14] check,out
[14] cscatl2019,scicomm
[12] scicomm,physics
[12] 30,pm
[11] scicomm,sciart
[11] drshepherd2013,cscatl2019
[10] social,media
[7] sciencef1rst,scicomm
[7] hacking,hydroponics
[7] hydroponics,grow

Top Word Pairs in Tweet in G7:
[24] program,associate
[23] plans,weekend
[23] weekend,polishing
[23] polishing,up
[23] up,resume
[23] resume,hiring
[23] hiring,program
[23] associate,aaas
[22] engageclimate,plans
[22] aaas,meetascient

Top Word Pairs in Tweet in G8:
[42] scicomm,sciart
[38] sciart,science
[37] little,biology
[37] biology,vocabulary
[37] vocabulary,friday
[37] friday,scicomm
[36] amoebasisters,little
[33] favorite,mnemonic
[33] mnemonic,biology
[33] biology,taxonomy

Top Word Pairs in Tweet in G9:
[5] science,scicomm
[4] check,out
[3] space,scicomm
[3] astronomy,scicomm
[2] 3,4
[2] info,scicomm
[2] stem,scicomm
[2] scicomm,community
[2] come,out
[2] looks,amazing

Top Word Pairs in Tweet in G10:
[42] science,research
[39] research,scicomm
[33] inpst,science
[23] science,health
[15] framework,nucleic
[15] nucleic,acids
[15] acids,programmable
[15] programmable,carrier
[15] carrier,transdermal
[15] transdermal,drug

Top Replied-To
Top Replied-To in Entire Graph:
@iamscicomm
@agu_scicomm
@fromthelabbench
@gimsswiss
@sarahmackattack
@alongsidewild
@livwithoutlimit
@whosaidshesaid
@nikirust
@gatech_andrew

Top Replied-To in G1:
@thelibertyamb
@gretathunberg
@the_davez
@penguingalaxy

Top Replied-To in G2:
@gimsswiss
@science_ice
@afs_students
@storycraftnl
@boback
@aboutpediatrics
@peterhotez
@theclique_uk
@jw_osi
@sci_comm_

Top Replied-To in G3:
@sarahmackattack
@gatech_andrew
@animecol_uu
@joesbigidea
@jaimeehoefert
@mjsikora

Top Replied-To in G4:
@fromthelabbench
@julianjon
@becordurouy
@bluntfuturedrjc
@neville_park
@damnedtohall
@sciwritealatte

Top Replied-To in G5:
@alongsidewild
@jasontfisherlab
@nikirust
@rebafay

Top Replied-To in G6:
@comsciconatl
@cutelydrawnsci
@takethatstraw
@comsciconchi

Top Replied-To in G7:
@agu_scicomm
@josiegz
@fromthelabbench
@askdruniverse
@gatech_andrew
@volcanerd
@coreyspowell
@esa_scicomm

Top Replied-To in G8:
@jjjamiec

Top Mentioned
Top Mentioned in Entire Graph:
@fromthelabbench
@joesbigidea
@wise_cu
@npr
@alongsidewild
@_atanas_
@amoebasisters
@picardonhealth
@globeandmail
@sylviastead

Top Mentioned in G1:
@comsciconhou
@jasonwardny
@deepgreendesign
@estherngumbi
@serpenillus
@researchretold
@squamatespod
@solomonrdavid
@alexbchen
@harvardneurosci

Top Mentioned in G2:
@g4mma
@nikirust
@nevenahr
@nondualscience
@sci_comm_
@biochemsoc
@joesbigidea
@dannyjamesward
@fromthelabbench
@epiellie

Top Mentioned in G3:
@joesbigidea
@npr
@skypescientist
@kylemarian
@fromthelabbench
@dopescienceshow
@juliethebatgirl
@vexedmuddler
@sarahmackattack
@ucbclear

Top Mentioned in G4:
@fromthelabbench
@wise_cu
@webmz_
@joesbigidea
@colinjcarlson
@divya_m_p
@misciwriters
@npr
@ichnologist
@chelsieromulo

Top Mentioned in G5:
@alongsidewild
@alexevans91
@myfrogcroaked
@bighippoart
@samanthashauser
@windlebeth
@jasonwardny
@nikirust
@constababble
@katieggarrett

Top Mentioned in G6:
@comsciconatl
@sci_bloggers
@helensiaw
@drshepherd2013
@scienceweekuk
@higheredpr
@djshearwater
@sciencef1rst
@sciworthy
@teenbrainfilm

Top Mentioned in G7:
@agu_scicomm
@aaas
@engageclimate
@fromthelabbench
@theagu
@open_notebook
@joesbigidea
@webmz_
@thirdpod

Top Mentioned in G8:
@amoebasisters
@profmicrobe
@science_irl
@pj_saez
@socratica
@fsantoriello
@garym
@alzscience
@youtube
@aecomcientifica

Top Mentioned in G9:
@parallelfibers
@philipashane
@ksjatmit

Top Mentioned in G10:
@_atanas_
@_inpst
@smootsienna
@biochem_bri
@ewingt_phd
@docmmiller
@prendio_ma
@erlesen
@lead_coalition
@denutrients

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@edinburghwatch
@digestwordpress
@chuddles11
@mccarrenbill
@willseattle
@chilhon2016lap
@femalebloggerrt
@globeandmail
@foxnews

Top Tweeters in G1:
@sectest9
@chuddles11
@reuters
@deepgreendesign
@penguingalaxy
@engadget
@crawlieswithcri
@verge
@todayshow
@americanvendor

Top Tweeters in G2:
@digestwordpress
@foxnews
@brettaapplebaum
@radioandpodcast
@snrtg
@ifindinternship
@bblogrt
@leafwarbler
@academicchatter
@nicolasnicola22

Top Tweeters in G3:
@corinneam
@npr
@thinkalot
@gio_logie
@santhonythomas
@paleophile
@vexedmuddler
@princehakeem
@popsci
@fromphdtolife

Top Tweeters in G4:
@circlereader
@connorblades
@neville_park
@needhibhalla
@jobrodie
@jimprall
@_plaidcat_
@stephaniekays
@daktangle
@andi_basson

Top Tweeters in G5:
@iteration23
@blackflagchi
@wolf_six
@whysharksmatter
@binkytoes
@girlyratfish
@dawnroseturner
@badhg21
@treesofforrest
@mmmukalla

Top Tweeters in G6:
@jovanevery
@drbobbullard
@yinzbot
@smithsk
@metrolosangeles
@allegro572
@drshepherd2013
@acctravel
@deepseadawn
@666d3monsinside

Top Tweeters in G7:
@washingtonpost
@coyotegulch
@miekeroth
@mat
@aonek_wreg3
@theagu
@nasa
@uc
@asihcopeia
@sciencenews

Top Tweeters in G8:
@bg_grace
@cescept
@cornubiageol
@triftenc
@allhamia
@sneakyriki
@amirahsyz
@classroomtools
@kathmorrow90
@garym

Top Tweeters in G9:
@mardixon
@labville
@geoflier
@owenthompson
@generativist
@benlillie
@martinhajovsky
@kirkwoodlab
@andyextance
@theryanodotcom

Top Tweeters in G10:
@drferdowsi
@califquail1969
@tristanbergh
@magiastral
@paulmiller1313
@thecompleteman4
@cpa61
@umbrios
@laahimsa
@aktwolinarodu