scicomm, Twitter, 3/20/2019 6:56:47 PM, 191076


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scicomm_2019-03-20_05-00-32.xlsx
scicomm_2019-03-20_05-00-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 20, 2019
Short Description:
scicomm via NodeXL http://bit.ly/2TUPRJ5
@scicommbot
@_open_science_
@joesbigidea
@fromthelabbench
@gaiusdivifilius
@_atanas_
@wise_cu
@alongsidewild
@npr
@agu_scicomm

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

Description:
Description
The graph represents a network of 4,643 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 Wednesday, 20 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, 6-hour, 17-minute period from Friday, 15 March 2019 at 17:43 UTC to Tuesday, 19 March 2019 at 00:01 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 : 4643
Unique Edges : 7153
Edges With Duplicates : 1486
Total Edges : 8639
Number of Edge Types : 3
Mentions : 7681
Tweet : 807
Replies to : 151
Self-Loops : 807
Reciprocated Vertex Pair Ratio : 0.0419326755658735
Reciprocated Edge Ratio : 0.080490182425846
Connected Components : 363
Single-Vertex Connected Components : 116
Maximum Vertices in a Connected Component : 3607
Maximum Edges in a Connected Component : 7517
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.33649
Graph Density : 0.000333181674813015
Modularity : 0.713931
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
[17] https://www.journal-of-hepatology.eu/article/S0168-8278(18)32495-4/fulltext
[16] https://kenyapips2019.home.blog/
[14] https://inpst.net/inpst-young-scientist-award-2019/
[12] https://twitter.com/acsreactions/status/1107247596869955584
[9] http://ow.ly/RCDw50mXENl
[8] http://sciteum.com/iypt
[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

Top URLs in Tweet in G1:
[9] https://twitter.com/joesbigidea/status/1106624625793028098
[6] https://www.harvardneuroblog.com/blog/2019/3/12/animal-model-diversity-in-neuroscience
[4] https://scilinkr.com/
[4] https://talesofscales.home.blog/2019/03/18/red-back-salamander-plethodon-cinereus/
[3] https://twitter.com/kylemarian/status/1106675884235214848
[3] https://twitter.com/ComSciConHou/status/1107002691237171200
[3] https://twitter.com/GlasgowGist/status/1106694864878604288
[3] https://www.researchretold.com/communication-tips-for-academic-researchers
[2] https://twitter.com/SciSwany/status/1107147738645319680
[2] https://twitter.com/agu_scicomm/status/1107242710698733568

Top URLs in Tweet in G2:
[16] https://kenyapips2019.home.blog/
[6] https://www.theopennotebook.com/2019/03/12/including-lgbtq-scientists-as-sources/
[5] https://www.redbubble.com/people/thevexedmuddler
[3] https://twitter.com/scientist_kq/status/1106263085810155521
[3] https://twitter.com/joesbigidea/status/1106624625793028098
[2] http://www.npr.org/templates/story/story.php?storyId=537735624&utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[2] https://www.sciencetalk.org/a-science-blog/a-sleep-scientists-journey-from-labs-to-tv-to-talking-science-on-npr
[2] https://twitter.com/DannyJamesWard/status/1106489291327311872
[2] https://twitter.com/Animate_Science/status/1107491940961009664
[2] https://open.spotify.com/episode/6ZV9NPI92EOp2jpAuMjZz8

Top URLs in Tweet in G3:
[7] http://sciteum.com/iypt
[4] https://materials.typepad.com/mrspeaking/2019/03/toward-synthetic-cellularity.html
[3] https://hacks.mozilla.org/2019/03/iodide-an-experimental-tool-for-scientific-communicatiodide-for-scientific-communication-exploration-on-the-web/?utm_medium=email&utm_source=topic+optin&utm_campaign=awareness&utm_content=20190316+programming+nl&mkt_tok=eyJpIjoiWXpJMk1HTXlaVFEwWW1aaCIsInQiOiJSSXg2OE9MdzNZbTN3TFB4dUFZWE1VRDNGWFNwSk5MVmEyOVdxaXlIcUl1OWRVUWw4OHpVZzVSYzV2YzZ1bjkrbTR1MjJ2bGZsb2tMVGVRWld6YlpON3JvSXFISHhVQ01uVUw4dHBtanNUK3JEcXpoYkx3dnJXbmxSM3ZNUEtYSCJ9
[3] http://microbiomeconservancy.org
[3] https://www.scicommboard.org/
[2] https://bayerstrategic.com/exploring-the-role-of-storytelling-in-science-with-sara-elshafie-ep-23/
[2] https://ucanr.edu/sites/scienceforcitrushealth/
[2] https://www.tidningencurie.se/poddar/
[2] https://news.bloombergenvironment.com/environment-and-energy/insight-giving-science-a-voice-in-public-policy
[2] http://www.dwa.gov.za/Communications/PressReleases/2019/MS%20-%20SA's%20tap%20water%20is%20safe%20to%20drink%2013%20March%202019.pdf

Top URLs in Tweet in G4:
[3] https://twitter.com/joesbigidea/status/1106624625793028098
[3] https://vtichthyology.blogspot.com/2018/12/are-your-sardines-seabird-safe-by-don.html
[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/CBR_UBC/status/1105546252513533953
[2] https://twitter.com/roslininstitute/status/1106485161598828545
[1] https://twitter.com/yenergy/status/1105457884115148806
[1] https://twitter.com/alexwstockinger/status/1107020322698612739
[1] https://www.theguardian.com/voluntary-sector-network/2014/jun/25/five-ways-to-turn-social-media-campaign-into-movement
[1] https://twitter.com/FromTheLabBench/status/1107020240527880192
[1] https://www.chronicle.com/article/The-PhD-Identity-Crisis/245805

Top URLs in Tweet in G5:
[3] https://twitter.com/JasonWardNY/status/1107369539573084160
[2] https://twitter.com/topicstories/status/1106575070519017472
[2] https://www.nature.com/articles/d41586-019-00872-w
[1] https://twitter.com/alongsidewild/status/1106655936846929920
[1] https://frogblogmanchester.com/2018/11/26/the-story-of-sylvias-frog/
[1] https://twitter.com/DrShepherd2013/status/1103643977620881408
[1] https://twitter.com/eupathdb/status/1107645924497653760
[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

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/
[3] https://datamanagement.hms.harvard.edu/electronic-lab-notebooks
[3] https://www.echorivera.com/blog/conference-website-jennifer-van-alstyne
[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] https://paperboys.pinecast.co/episode/d773777fa685495d/why-does-pain-hurt-?utm_content=buffer8616e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[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://blogs.plos.org/scicomm/2019/03/01/the-climate-is-changing-why-does-that-matter-to-me-and-why-should-it-matter-to-you/
[3] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018GL080658
[2] https://jcom.sissa.it/archive/18/02/JCOM_1802_2019_A05
[2] https://www.theopennotebook.com/2019/03/12/including-lgbtq-scientists-as-sources/
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018GL081393
[2] https://theopennotebook.submittable.com/gallery/4490c941-d6c3-4547-b6cf-776e05c95215?fbclid=IwAR0J0osNQZFc2Ab14ayKv6wwnmCkwVjyrLvXr1hNhbt2x7aMcTil5RrZQEg
[2] https://theclimatecommsproject.org/climate-communication-in-practice/

Top URLs in Tweet in G8:
[3] https://twitter.com/joesbigidea/status/1106624625793028098
[1] https://twitter.com/xkcdComic/status/1106541269822562304
[1] https://twitter.com/AaronDWKennedy/status/1106345448816574464
[1] https://xkcd.com/2124/
[1] https://www.canva.com/
[1] https://www.edsurge.com/news/2019-02-25-dear-liberal-arts-major-stem-companies-need-your-skills-to-grow
[1] https://twitter.com/jayvanbavel/status/1106658353000968192
[1] https://twitter.com/scislamCA/status/1106633741567488000
[1] https://www.sciencealert.com/astonishing-new-study-treats-alzheimer-s-in-mice-with-a-light-and-sound-show
[1] https://twitter.com/joesbigidea/status/1106607574269468672

Top URLs in Tweet in G9:
[5] https://community.plantae.org/article/5207479937883178961
[5] https://community.plantae.org/article/5202696189450913130/the-era-of-editing
[3] https://www.youtube.com/watch?v=sPqKqfYKNdE&feature=youtu.be

[2] https://amplifythesignal.web.illinois.edu/
[2] https://cosmosmagazine.com/chemistry/how-to-grow-a-better-blueberry
[2] http://www.scienceseeker.org/2019/03/have-physicists-cracked-time-travel-who.html
[1] https://twitter.com/AlexDainis/status/1107362775595020288
[1] https://www.nationalgeographic.com/science/2018/09/news-plants-communicate-caterpillar-attack-calcium-video/
[1] https://isbr2019.com/index.php/program/tuesday-april-2/18-workshop/109-workshop-4
[1] https://okt.to/Sc42YO

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:
[373] twitter.com
[48] youtube.com
[28] blogspot.com
[28] okt.to
[27] instagram.com
[23] inpst.net
[22] home.blog
[20] ac.uk
[20] wordpress.com
[19] medium.com

Top Domains in Tweet in G1:
[85] twitter.com
[8] instagram.com
[6] arxiv.org
[6] harvardneuroblog.com
[6] medium.com
[5] home.blog
[5] wiley.com
[4] youtube.com
[4] scilinkr.com
[4] facebook.com

Top Domains in Tweet in G2:
[31] twitter.com
[17] home.blog
[6] theopennotebook.com
[5] redbubble.com
[3] sciencetalk.org
[2] wiley.com
[2] activehosted.com
[2] cabells.com
[2] sspnet.org
[2] npr.org

Top Domains in Tweet in G3:
[28] twitter.com
[7] sciteum.com
[5] scicommboard.org
[4] wordpress.com
[4] typepad.com
[3] instagram.com
[3] thefemalescientist.com
[3] mozilla.org
[3] microbiomeconservancy.org
[3] experiment.com

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

Top Domains in Tweet in G5:
[10] twitter.com
[2] livingalongsidewildlife.com
[2] nature.com
[1] frogblogmanchester.com
[1] sightline.org

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

Top Domains in Tweet in G7:
[10] ow.ly
[9] twitter.com
[8] wiley.com
[6] plos.org
[5] agu.org
[4] adp.com
[4] aaas.org
[3] tinyurl.com
[3] scientificamerican.com
[2] sissa.it

Top Domains in Tweet in G8:
[36] twitter.com
[4] instagram.com
[1] xkcd.com
[1] canva.com
[1] edsurge.com
[1] sciencealert.com
[1] bloombergenvironment.com
[1] co.uk
[1] berkeley.edu
[1] paper.li

Top Domains in Tweet in G9:
[14] plantae.org
[4] youtube.com
[3] twitter.com
[2] illinois.edu
[2] okt.to
[2] cosmosmagazine.com
[2] scienceseeker.org
[2] readmorescience.com
[1] nationalgeographic.com
[1] isbr2019.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2976] scicomm
[414] science
[241] sciart
[112] research
[108] biology
[106] stem
[85] vaccination
[64] womeninstem
[63] phdchat
[59] climatechange



Top Hashtags in Tweet in G1:
[399] scicomm
[59] science
[23] cdnpoli
[19] outreach
[19] sciart
[17] research
[17] stem
[17] phdchat
[12] climatechange
[11] outtoinnovate

Top Hashtags in Tweet in G2:
[301] scicomm
[23] science
[17] nyc
[17] nycscicommmeetup
[15] sciart
[15] phdchat
[11] skypeascientist
[10] scholcomm
[10] mediaproduction
[9] journals

Top Hashtags in Tweet in G3:
[280] scicomm
[46] science
[27] cscatl2019
[16] sciart
[12] stem
[11] womeninscience
[10] chemistry
[9] scifilmit
[8] iypt2019
[7] diversity

Top Hashtags in Tweet in G4:
[265] scicomm
[6] socialmedia
[4] stem
[4] womeninstem
[4] fishsci
[4] envscomm19
[3] diversity
[3] sciencetwitter
[3] personalbranding
[3] phdchat

Top Hashtags in Tweet in G5:
[63] scicomm
[17] sciart
[15] sciarttweetstorm
[14] teamfish
[13] biologytwitter
[12] marinemammals
[12] vectorart
[11] birdsvsfish
[7] namethatthing
[7] caterpillar

Top Hashtags in Tweet in G6:
[138] scicomm
[20] science
[14] phdchat
[12] physics
[12] stem
[11] sciart
[9] research
[8] edchat
[7] hydroponics
[7] biology

Top Hashtags in Tweet in G7:
[80] scicomm
[22] climatechange
[14] sciart
[10] sciengage
[8] science
[8] storytelling
[7] scinews
[6] scisummary
[5] scisharsci
[5] graduate

Top Hashtags in Tweet in G8:
[113] scicomm
[11] science
[4] space
[4] art
[3] stem
[3] research
[3] womeninstem
[3] outreach
[2] sciencecommunication
[2] scienceoutreach

Top Hashtags in Tweet in G9:
[77] scicomm
[14] plantsci
[14] microbes
[12] illinois
[9] fossilfriday
[7] taproottuesday
[6] sciart
[6] wecreateedu
[4] sciseekpicks
[4] diverse

Top Hashtags in Tweet in G10:
[82] science
[62] scicomm
[44] research
[38] health
[35] inpst
[23] chemistry
[23] medicine
[17] diet
[16] delivery
[16] frameworks

Top Words
Top Words in Tweet in Entire Graph:
[4370] Words in Sentiment List#1: Positive
[1085] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[112308] Non-categorized Words
[117763] Total Words
[3091] scicomm
[1076] science
[458] learn
[451] scientists
[365] out

Top Words in Tweet in G1:
[409] scicomm
[167] science
[56] today
[51] s
[44] scientists
[43] great
[43] out
[41] time
[38] week
[34] research

Top Words in Tweet in G2:
[313] scicomm
[237] scientists
[226] joesbigidea
[219] npr
[141] join
[138] become
[137] know
[137] better
[137] communicators
[136] helps

Top Words in Tweet in G3:
[295] scicomm
[138] science
[57] out
[47] more
[40] talk
[37] check
[34] day
[33] today
[32] t
[31] s

Top Words in Tweet in G4:
[285] scicomm
[285] learn
[236] fromthelabbench
[160] wise_cu
[142] nothing
[142] memorize
[58] social
[58] media
[52] tips
[51] personal

Top Words in Tweet in G5:
[110] wildlife
[98] alongsidewild
[96] alongside
[94] engage
[93] science
[84] educate
[83] communicators
[81] foundation
[81] outreach
[81] award

Top Words in Tweet in G6:
[142] scicomm
[45] science
[41] out
[30] great
[28] brain
[27] new
[27] today
[25] s
[25] time
[19] research

Top Words in Tweet in G7:
[83] scicomm
[41] science
[34] aaas
[33] agu_scicomm
[28] climatechange
[26] up
[26] engageclimate
[25] program
[24] associate
[23] plans

Top Words in Tweet in G8:
[120] scicomm
[29] science
[14] s
[11] t
[10] research
[9] out
[9] great
[8] people
[7] now
[7] talk

Top Words in Tweet in G9:
[79] scicomm
[27] editing
[22] signal
[22] workshop
[20] first
[19] science
[19] out
[19] plantae_org
[17] fossils
[16] t

Top Words in Tweet in G10:
[84] science
[77] _atanas_
[62] scicomm
[49] inpst
[44] research
[38] health
[32] delivery
[32] medicine
[23] chemistry
[20] _inpst

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[170] nothing,scicomm
[168] scicomm,community
[167] learn,nothing
[167] scicomm,learn
[167] learn,memorize
[167] memorize,wise_cu
[166] fromthelabbench,learn
[156] check,out
[156] npr,runs
[156] runs,nation

Top Word Pairs in Tweet in G1:
[13] scicomm,outreach
[13] teaching,science
[13] science,tv
[13] tv,big
[13] big,screen
[13] screen,games
[13] games,today
[13] today,scicomm
[12] check,out
[11] science,communication

Top Word Pairs in Tweet in G2:
[135] npr,runs
[135] runs,nation
[135] nation,wide
[135] wide,scicomm
[135] scicomm,community
[135] community,helps
[135] helps,scientists
[135] scientists,become
[135] become,better
[135] better,communicators

Top Word Pairs in Tweet in G3:
[34] check,out
[17] science,scicomm
[12] drshepherd2013,cscatl2019
[10] scicomm,community
[10] cscatl2019,scicomm
[9] general,public
[9] chemistry,scicomm
[8] scicomm,sciart
[8] social,media
[8] peggy,lemaux

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
[45] top,tips
[45] tips,building
[45] building,personal

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

Top Word Pairs in Tweet in G6:
[14] check,out
[13] 30,pm
[12] scicomm,physics
[12] great,new
[12] new,brain
[12] brain,scoop
[12] scoop,out
[12] out,today
[12] today,wherein
[12] wherein,appear

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:
[5] science,scicomm
[5] velvet,worms
[4] check,out
[3] space,scicomm
[3] scientific,name
[3] name,velvet
[3] worms,onychophoran
[3] onychophoran,meaning
[3] meaning,claw
[3] claw,bearer

Top Word Pairs in Tweet in G9:
[12] amplify,signal
[12] scicomm,workshop
[12] superheroes,aren
[12] aren,t
[12] t,ones
[12] ones,awesome
[12] awesome,powers
[12] powers,microbes
[12] microbes,possess
[12] possess,incredible

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

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

Top Replied-To in G1:
@gretathunberg
@the_davez
@cathleenogrady

Top Replied-To in G2:
@gatech_andrew
@sarahmackattack
@theclique_uk
@jw_osi
@sci_comm_
@thebloggintribe
@briannahigdon
@donnaclarkep
@ispyablog
@indianbloggrs

Top Replied-To in G3:
@gimsswiss
@science_ice
@xiphosb4
@comsciconatl
@aboutpediatrics
@peterhotez
@randylandia
@afs_students
@storycraftnl
@boback

Top Replied-To in G4:
@sleemansophie
@fromthelabbench
@doesthescience
@julianjon
@becordurouy
@bluntfuturedrjc
@christineliuart
@neville_park
@damnedtohall
@comsciconchi

Top Replied-To in G5:
@alongsidewild
@eamon_rs
@dr_rob_davis
@abi_vanak
@jasontfisherlab
@erin_tatt
@nikirust
@whysharksmatter

Top Replied-To in G6:
@cutelydrawnsci
@takethatstraw
@neurorican1

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

Top Replied-To in G9:
@prettysmartsci
@sciwritealatte
@biokid001

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

Top Mentioned in G1:
@comsciconhou
@deepgreendesign
@estherngumbi
@researchretold
@telmalaurentino
@squamatespod
@alexbchen
@harvardneurosci
@seis_matters
@docwiththesocs

Top Mentioned in G2:
@joesbigidea
@npr
@skypescientist
@kylemarian
@profmicrobe
@sciencetalkorg
@sciwithchelsie
@dannyjamesward
@sci_comm_
@open_notebook

Top Mentioned in G3:
@comsciconatl
@drshepherd2013
@helensiaw
@scientistfemale
@nevenahr
@fromthelabbench
@exposurescifilm
@stfc_matters
@npr
@wise_cu

Top Mentioned in G4:
@fromthelabbench
@wise_cu
@webmz_
@joesbigidea
@misciwriters
@colinjcarlson
@divya_m_p
@sciencebarpod
@jradavenport
@npr

Top Mentioned in G5:
@alongsidewild
@jasonwardny
@nikirust
@2bfreelance
@solomonrdavid
@myfrogcroaked
@katieggarrett
@drmichellelarue
@corribaker
@naturenews

Top Mentioned in G6:
@sci_bloggers
@drrituraman
@scienceweekuk
@suethetrex
@padminipillai
@cullen_thomas
@higheredpr
@kochinstitute
@ki_nanomedicine
@teenbrainfilm

Top Mentioned in G7:
@aaas
@agu_scicomm
@engageclimate
@fromthelabbench
@theagu
@webmz_
@thirdpod
@_scicomm
@lsgardiner

Top Mentioned in G8:
@parallelfibers
@philipashane
@ksjatmit

Top Mentioned in G9:
@plantae_org
@science_irl
@petripicasso
@natgeo
@better_scicomm
@isbr2019
@harvard
@taprootpodcast
@fromthelabbench
@readmorescience

Top Mentioned in G10:
@_atanas_
@_inpst
@biochem_bri
@smootsienna
@prendio_ma
@ewingt_phd
@docmmiller
@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:
@chuddles11
@reuters
@deepgreendesign
@iwanpranoto
@engadget
@verge
@thinkalot
@blackmudpuppy
@macleans
@dawnbazely

Top Tweeters in G2:
@sectest9
@corinneam
@ifindinternship
@npr
@academicchatter
@gio_logie
@americanvendor
@santhonythomas
@paleophile
@vexedmuddler

Top Tweeters in G3:
@foxnews
@brettaapplebaum
@vievararosel
@tagesspiegel
@leafwarbler
@sukesh99475574
@nicolasnicola22
@dnlee5
@drbobbullard
@newmanswords

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

Top Tweeters in G5:
@blackflagchi
@haltaq
@wolf_six
@whysharksmatter
@binkytoes
@allthruthetown
@girlyratfish
@dawnroseturner
@crawlieswithcri
@badhg21

Top Tweeters in G6:
@chilhon2016lap
@artcollisions
@jovanevery
@yinzbot
@smithsk
@metrolosangeles
@allegro572
@chemicaleyeguy
@yogthos
@kryptobanana

Top Tweeters in G7:
@barbaranavarro
@coyotegulch
@edyong209
@miekeroth
@scpioneer
@mat
@aonek_wreg3
@theagu
@nasa
@uc

Top Tweeters in G8:
@mardixon
@jatetro
@baba_lilith
@labville
@geoflier
@owenthompson
@generativist
@benlillie
@martinhajovsky
@kirkwoodlab

Top Tweeters in G9:
@bg_grace
@cornubiageol
@allhamia
@zanaines
@classroomtools
@vohnnysfwriting
@mynaedu
@abbymnorman
@uwmadison
@astroengine

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


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