scicomm, Twitter, 11/9/2020 9:48:25 PM, 239965


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scicomm_2020-11-09_12-45-01.xlsx
scicomm_2020-11-09_12-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 09, 2020
Short Description:
scicomm via NodeXL https://bit.ly/3eJR8L6
@scicommbot
@do_kinder
@braincures
@mcmsharksxx
@femtech_
@agu_scicomm
@_atanas_
@scicomm_india
@deepgreendesign
@jobrodie

Top hashtags:
#scicomm
#science
#covid19
#openscience
#sciart
#podcast
#stem
#biology
#academictwitter

Description:
Description
The graph represents a network of 7,020 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 Monday, 09 November 2020 at 20:58 UTC.

The requested start date was Sunday, 08 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 5-day, 7-hour, 51-minute period from Monday, 02 November 2020 at 17:08 UTC to Sunday, 08 November 2020 at 01:00 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 : 7020
Unique Edges : 5968
Edges With Duplicates : 14046
Total Edges : 20014
Number of Edge Types : 5
Mentions : 5132
Replies to : 401
Retweet : 5002
MentionsInRetweet : 8196
Tweet : 1283
Self-Loops : 1372
Reciprocated Vertex Pair Ratio : 0.0489713998996488
Reciprocated Edge Ratio : 0.0933703243088109
Connected Components : 651
Single-Vertex Connected Components : 289
Maximum Vertices in a Connected Component : 5488
Maximum Edges in a Connected Component : 17882
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.424579
Graph Density : 0.00021214294615064
Modularity : 0.469423
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 7,020 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 Monday, 09 November 2020 at 20:58 UTC.

The requested start date was Sunday, 08 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 5-day, 7-hour, 51-minute period from Monday, 02 November 2020 at 17:08 UTC to Sunday, 08 November 2020 at 01:00 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 : 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:
[66] https://doi.org/10.1101/607390
[65] https://doi.org/10.3390/plants9040439
[32] https://eos.org/articles/podcast-mythical-monsters-and-their-real-life-inspirations
[27] https://scicommjobs.wordpress.com/2020/11/01/open-letter-to-uk-government-sage-to-improve-those-powerpoint-presentations-scicomm/
[25] https://www.youtube.com/watch?v=TMfMUhs99PI&feature=youtu.be

[16] https://twitter.com/JoBrodie/status/1323205865382563841
[11] https://twitter.com/BlackInImmuno/status/1323312590684975105?ref_src=twsrc%5Etfw
[10] https://falling-walls.com/event/women-in-science/
[10] https://lifeology.io/suggested-tools-for-visual-science-communication/
[10] https://buff.ly/3kKYPm7

Top URLs in Tweet in G1:
[32] https://eos.org/articles/podcast-mythical-monsters-and-their-real-life-inspirations
[10] https://lifeology.io/suggested-tools-for-visual-science-communication/
[10] https://falling-walls.com/event/women-in-science/
[9] https://twitter.com/berlin_soapbox/status/1324752423219593217
[8] https://doi.org/10.3390/plants9040439
[7] https://spark.adobe.com/page/Via6yYqrAXrl1/
[7] https://www.youtube.com/watch?v=K1qzBPnDyus&feature=emb_logo

[7] https://www.impact.science/telling-the-stories-of-science-the-infographic/
[6] https://www.washingtonpost.com/climate-solutions/2020/10/22/climate-curious-disasters-climate-change/
[6] https://www.bbc.com/news/uk-scotland-highlands-islands-49495145

Top URLs in Tweet in G2:
[4] https://www.linkedin.com/slink?code=grGD75g
[4] https://www.crowdjustice.com/case/tackling-bullying-and-harassment-at-workplace/
[2] https://docs.google.com/document/d/1Nqjhxxd9VoFFZiqrD0hRvyMo6DcZMyZVJjz9_2SzPZY/edit
[2] https://agentmajeur.com/blog/
[1] https://www.linkedin.com/slink?code=dSQVY5Q
[1] https://www.linkedin.com/slink?code=dy4zCNF
[1] https://www.linkedin.com/slink?code=da8dbYA
[1] https://reimagineresearchwellcome.uk.engagementhq.com/Reimagine-Research/brainstormers/send-us-your-ideas-on-how-to-improve-research-culture?fb_page_type=brainstormer&fb_tool_id=211
[1] https://www.telegraph.co.uk/news/2019/12/30/oxford-university-loses-landmark-legal-case-ageist-policy-forced/
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-018-05071-7

Top URLs in Tweet in G3:
[24] https://www.youtube.com/watch?v=TMfMUhs99PI&feature=youtu.be

[5] https://www.youtube.com/watch?v=nEtyOaKlw-Y&feature=youtu.be

[5] https://ctsciencecenter.org/blog/top-10-must-listen-to-science-podcasts/
[5] https://eventbrite.co.uk/e/open-science-cafe-tickets-125187803089
[4] http://www.fetfx.eu/event/signals-future-emerging-technologies-science-journalism/
[4] https://twitter.com/TheEthogram/status/1323344995890327552
[3] https://www.linkedin.com/company/in-and-vertebrates
[3] https://twitter.com/asab_tweets/status/1324351133989642241
[2] https://doi.org/10.3390/plants9040439
[2] https://www.linkedin.com/slink?code=davsW9z

Top URLs in Tweet in G4:
[5] http://scc.sa.utoronto.ca
[3] https://www.scivit.de/lang/presentations/science-graphics/workshop-science-graphics
[2] https://www.twitch.tv/vasshu131
[2] https://twitter.com/latifnasser/status/1323333293467525126
[2] https://twitter.com/nature/status/1323819508533022726
[2] https://twitter.com/ESEImperial/status/1323923505814130688
[2] https://www.greenhomediy.co/talk-about-climate-change-guide/
[2] https://twitter.com/jenheemstra/status/1325064750137565184
[1] https://twitter.com/hotdocs/status/1321252516802285568
[1] https://twitter.com/NYTHealth/status/1323299358109016066

Top URLs in Tweet in G5:
[2] https://twitter.com/mcmsharksxx/status/1323839176316342272
[1] https://twitter.com/famelab/status/1323241832143269889
[1] https://twitter.com/abcnews/status/1323736460877393920
[1] https://www.abc.net.au/news/2020-11-06/humpback-whale-kakadu-northern-territory/12856542?utm_source=abc_news_web&utm_medium=content_shared&utm_content=twitter&utm_campaign=abc_news_web
[1] https://www.eventbrite.co.uk/e/understanding-climate-complexity-science-through-art-tickets-122956611535
[1] https://twitter.com/famelab/status/1324743353427238912
[1] https://forms.gle/nNRnPSb56djEpyvQA
[1] https://twitter.com/uniseyberi/status/1323133193890025473
[1] https://csir75.co.za/
[1] https://twitter.com/mcmsharksxx/status/1324168922975801345

Top URLs in Tweet in G6:
[4] https://www.hopkinsbiotechpodcast.com/podcasts
[3] https://cen.acs.org/content/cen/articles/98/i43/re-science-communicators-s-better.html
[2] https://twitter.com/jenheemstra/status/1325064750137565184
[2] https://cen.acs.org/careers/employment/re-science-communicators-s-better/98/i43?utm_source=OfficeHours&utm_medium=Partner&utm_campaign=CEN
[2] http://prabhass.gov.in
[2] https://open.spotify.com/episode/56SnEsydVXWfNalWPNL6El
[2] https://thefederal.com/the-eighth-column/water-on-the-moon-why-the-indian-discovery-is-sidelined/
[1] https://www.ha-asia.com/science-in-the-age-of-covid-19/
[1] https://www.sciencemag.org/news/2020/10/indias-covid-19-cases-have-declined-rapidly-herd-immunity-still-far-away-scientists-say
[1] https://www.bbc.com/news/world-asia-india-54730290

Top URLs in Tweet in G7:
[9] https://buff.ly/3kKYPm7
[8] https://www.eventbrite.com/e/how-i-found-my-job-in-scicom-into-the-digital-realm-tickets-123261174491?fbclid=IwAR1S4ciaOKtFWyQOYJMpwxVWKnxzHI35dNi7cNzPcVWipik6iEFaFjDbZkY
[6] https://www.msuscicomm.org/2020-sciart-exhibition
[3] https://www.eventbrite.com/e/science-grand-slam-2020-tickets-122099830881
[2] https://twitter.com/AccessiblePsyc/status/1323719323618332674
[2] https://twitter.com/this_is_farah/status/1324484737965109248
[2] https://twitter.com/scinetworkers/status/1324924771184779265
[2] https://twitter.com/RockyMtnBrain/status/1323339253884084235
[2] https://sci-why.blogspot.com/2020/11/david-attenboroughs-witness-statement.html?spref=tw
[1] https://open.spotify.com/episode/453dceuXdqOtlwDzP8p6pZ

Top URLs in Tweet in G8:
[3] https://www.sciencenews.org/article/ocean-warming-deepest-coldest-temperature?fbclid=IwAR0JeLSNkpPGIP4fkltxVAhAf63F0bnTCTKJSqllDhszORKSjznVxTHTVpU
[3] https://ncse.ngo/climate-change-summit-online-exercise-problem-solving
[3] https://leakeyfoundation.org/originstories/
[3] http://tct.teriin.org
[3] https://twitter.com/thezooscientist/status/1324415606641352704
[3] https://www.forbes.com/sites/grrlscientist/2020/10/31/can-parrots-that-speak-different-dialects-understand-each-other/
[2] https://ncse.ngo/kitzmiller-v-dover-last-gasp-balancing-evolution
[2] https://ncse.ngo/when-news-makes-you-say-huh
[2] https://www.cbc.ca/documentaries/the-nature-of-things/you-don-t-have-to-be-an-environmentalist-to-talk-about-climate-change-with-doubters-1.5786512
[2] https://www.penguin.com.au/books/animals-make-us-human-9781760899813

Top URLs in Tweet in G9:
[3] https://twitter.com/_atanas_/status/1324546660949757953
[1] https://twitter.com/_atanas_/status/1291623556917473280
[1] https://twitter.com/_atanas_/status/1324547101699809280
[1] https://twitter.com/me4ped/status/1323678406593171456
[1] https://www.nature.com/articles/s41598-020-75912-x
[1] https://www.youtube.com/watch?v=7vZrAtFFpsY&feature=youtu.be

[1] https://twitter.com/agingdoc1/status/1323699188157304835
[1] https://twitter.com/NutritionDanny/status/1196530100109484033
[1] https://twitter.com/agingdoc1/status/1322321876593610754

Top URLs in Tweet in G10:
[27] https://scicommjobs.wordpress.com/2020/11/01/open-letter-to-uk-government-sage-to-improve-those-powerpoint-presentations-scicomm/
[14] https://twitter.com/JoBrodie/status/1323205865382563841
[4] https://www.consilience-journal.com/
[2] https://thescicommer.substack.com/?r=a1fp0&utm_campaign=pub&utm_medium=web&utm_source=copy
[1] https://www.wnycstudios.org/podcasts/radiolab/episodes/211119-colors
[1] https://docs.google.com/forms/d/e/1FAIpQLSdpNDq6r3SJb33aEmmaCQybjQ0thXr_fswTZ_qTX6qcQe6b2w/closedform
[1] https://twitter.com/SEQ_ASC/status/1324131764978135041
[1] https://twitter.com/PiFonline/status/1323962437507403776
[1] https://twitter.com/easypoliticsUK/status/1324358316823355393
[1] https://findajob.dwp.gov.uk/details/4938417

Top Domains
Top Domains in Tweet in Entire Graph:
[714] twitter.com
[166] youtube.com
[131] doi.org
[46] bit.ly
[44] wordpress.com
[33] eos.org
[32] google.com
[30] buff.ly
[27] co.uk
[25] nature.com

Top Domains in Tweet in G1:
[142] twitter.com
[62] youtube.com
[32] eos.org
[24] libsyn.com
[15] wiley.com
[14] lifeology.io
[14] falling-walls.com
[13] doi.org
[9] asip.org
[8] livescience.com

Top Domains in Tweet in G2:
[9] linkedin.com
[8] twitter.com
[4] crowdjustice.com
[4] co.uk
[4] agentmajeur.com
[3] nature.com
[3] theguardian.com
[2] google.com
[1] engagementhq.com
[1] net.au

Top Domains in Tweet in G3:
[44] youtube.com
[32] twitter.com
[9] fal.cn
[5] linkedin.com
[5] thesciencebreaker.org
[5] concise-h2020.eu
[5] ctsciencecenter.org
[5] co.uk
[4] fetfx.eu
[3] doi.org

Top Domains in Tweet in G4:
[115] twitter.com
[7] co.uk
[5] utoronto.ca
[4] buff.ly
[4] scivit.de
[4] keyscience.org
[3] plos.org
[3] nature.com
[3] youtube.com
[3] edgeforscholars.org

Top Domains in Tweet in G5:
[10] twitter.com
[1] net.au
[1] co.uk
[1] forms.gle
[1] co.za
[1] commocean.org
[1] youtube.com

Top Domains in Tweet in G6:
[9] twitter.com
[7] acs.org
[4] youtube.com
[4] hopkinsbiotechpodcast.com
[3] google.com
[3] straitstimes.com
[2] gov.in
[2] spotify.com
[2] ac.in
[2] thefederal.com

Top Domains in Tweet in G7:
[33] twitter.com
[12] eventbrite.com
[9] buff.ly
[6] msuscicomm.org
[3] blogspot.com
[3] covid19resources.ca
[2] spotify.com
[2] lifeology.io
[2] google.com
[1] aspenmeineke.com

Top Domains in Tweet in G8:
[9] twitter.com
[8] ncse.ngo
[4] forbes.com
[3] sciencenews.org
[3] cbc.ca
[3] leakeyfoundation.org
[3] teriin.org
[3] whalescientists.com
[2] nature.com
[2] com.au

Top Domains in Tweet in G9:
[9] twitter.com
[1] nature.com
[1] youtube.com

Top Domains in Tweet in G10:
[27] wordpress.com
[23] twitter.com
[4] consilience-journal.com
[2] crastina.se
[2] substack.com
[1] wnycstudios.org
[1] google.com
[1] gov.uk
[1] scienceseeker.org
[1] com.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3512] scicomm
[435] science
[170] covid19
[163] openscience
[156] sciart
[126] podcast
[123] stem
[120] biology
[112] academictwitter
[112] womeninstem



Top Hashtags in Tweet in G1:
[673] scicomm
[99] womeninstem
[76] science
[64] wisskomm
[60] podcast
[43] phdchat
[42] sciart
[34] stem
[34] academictwitter
[33] academicchatter

Top Hashtags in Tweet in G2:
[83] scicomm
[21] scipol
[19] researchculture
[15] rri
[9] reimagineresearch
[9] phdchat
[7] stem
[6] researchers
[5] wellcometrust
[5] stemtoo

Top Hashtags in Tweet in G3:
[207] scicomm
[58] openscience
[48] berlinscienceweek
[30] animalbehavior
[26] sciencejournalism
[24] abs2020
[22] mdcberlin
[21] swafs
[20] opendata
[20] citizenscience

Top Hashtags in Tweet in G4:
[277] scicomm
[28] science
[11] academictwitter
[11] sciart
[8] sciencecommunication
[8] covid19
[8] research
[7] sciencetwitter
[7] academicchatter
[6] stem

Top Hashtags in Tweet in G5:
[32] scicomm
[12] famelabinternational2020
[11] whale
[11] scientists
[11] australia
[10] humpback
[10] kakadu
[8] famelab
[5] seychelles
[4] zoomwave

Top Hashtags in Tweet in G6:
[42] scicomm
[22] science
[10] covid19
[10] typography
[10] sciencetwitter
[8] biology
[8] maths
[7] careers
[7] researchers
[6] unite2fightcorona

Top Hashtags in Tweet in G7:
[108] scicomm
[12] science
[12] sciart
[12] covid19
[7] scienceexplained
[6] scholcommlab
[5] vaccine
[4] networking
[4] digitalmedia
[4] phdchat

Top Hashtags in Tweet in G8:
[67] scicomm
[30] climatechange
[29] scichat
[12] endangeredspecies
[11] evolution
[9] conservation
[6] science
[6] fridaysforfuture
[6] parisclimateagreement
[6] antarcticlog

Top Hashtags in Tweet in G9:
[33] scicomm
[20] gratitude
[5] academictwitter
[3] some4surgery
[3] some4hpb
[3] some4
[3] some4pedsurg
[3] globalsurgery
[3] some4iqlatam
[3] sminaev

Top Hashtags in Tweet in G10:
[75] scicomm
[7] stem
[7] canberra
[7] thisstudyshows
[6] equity
[4] consilience
[3] eusea2020
[2] dataviz
[2] sciencetwitter
[2] sciart

Top Words
Top Words in Tweet in Entire Graph:
[3501] #scicomm
[1235] science
[543] more
[427] #science
[395] research
[364] join
[339] today
[338] scicomm
[336] work
[312] week

Top Words in Tweet in G1:
[669] #scicomm
[205] science
[143] more
[105] research
[99] #womeninstem
[98] today
[87] join
[86] check
[86] berlinsciweek
[81] scientists

Top Words in Tweet in G2:
[83] #scicomm
[59] do_kinder
[53] jeremyfarrar
[51] braincures
[41] proftimnoakes
[35] suzanne_garrett
[35] morimahmoudi
[32] dgurdasani1
[32] dbetteracademia
[31] bulliescampaign

Top Words in Tweet in G3:
[207] #scicomm
[151] science
[91] animbehsociety
[72] open
[68] youtube
[65] orion_opensci
[63] nov
[63] cafã
[57] #openscience
[52] mdc_berlin

Top Words in Tweet in G4:
[277] #scicomm
[44] science
[32] more
[28] #science
[25] scicomm
[23] know
[21] time
[20] great
[17] find
[16] today

Top Words in Tweet in G5:
[176] celebrities
[176] impersonating
[175] something
[175] break
[175] doom
[175] scrolling
[175] sharks
[174] mcmsharksxx
[159] introducing
[158] cause

Top Words in Tweet in G6:
[137] science
[63] scientists
[62] jenheemstra
[62] public
[56] role
[56] develop
[55] critical
[55] play
[55] communicating
[44] scicomm_india

Top Words in Tweet in G7:
[108] #scicomm
[52] science
[17] amazing
[16] meet
[16] this_is_farah
[14] comsciconcanw
[14] scicomm
[14] check
[13] event
[13] slam

Top Words in Tweet in G8:
[67] #scicomm
[37] ncse
[30] #climatechange
[29] #scichat
[29] climate
[28] level
[26] itself
[25] synthetic
[25] aperture
[25] radar

Top Words in Tweet in G9:
[70] holistic_hlth
[67] _atanas_
[65] dhpsp
[65] abdulqadeery
[62] gonzaparra_
[60] el_ronan
[60] chriss20x
[60] dronita_de
[60] annamarialoukaa
[60] nawazfaisal_ai

Top Words in Tweet in G10:
[75] #scicomm
[59] sage
[54] slides
[49] gov't
[48] science
[43] open
[39] letter
[37] asking
[36] employ
[32] scicomm

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[188] doom,scrolling
[187] break,doom
[183] celebrities,impersonating
[182] something,break
[182] impersonating,sharks
[180] mcmsharksxx,something
[164] introducing,celebrities
[163] scrolling,introducing
[163] sharks,cause
[163] cause,kind

Top Word Pairs in Tweet in G1:
[50] #scicomm,#wisskomm
[37] episode,#scicomm
[35] science,communication
[31] special,#halloween
[31] #halloween,episode
[28] soapboxscience,#berlin
[26] learned,more
[25] #scicomm,#sciart
[24] #womeninstem,#scicomm
[23] #scicomm,#womeninstem

Top Word Pairs in Tweet in G2:
[26] dgurdasani1,dbetteracademia
[24] braincures,marikasboros
[21] bullyingalberta,jeremyfarrar
[21] jeremyfarrar,bulliescampaign
[21] thepeopleshubuk,delusionalacad1
[19] delusionalacad1,psychmh
[19] psychmh,tracyboylin
[18] jeremyfarrar,ukri_ceo
[18] do_kinder,bullyingalberta
[18] tracyboylin,rossthomson26

Top Word Pairs in Tweet in G3:
[55] open,science
[49] science,cafã
[46] youtube,channel
[32] science,communication
[26] calling,#animalbehavior
[26] #animalbehavior,researchers
[26] researchers,recently
[26] recently,published
[26] published,work
[26] work,share

Top Word Pairs in Tweet in G4:
[9] science,communication
[7] #scicomm,#science
[7] #science,#scicomm
[7] learn,more
[6] #scicomm,#sciencecommunication
[5] #sciart,#scicomm
[5] social,media
[5] read,#scicomm
[5] #scicomm,article
[4] #research,#scicomm

Top Word Pairs in Tweet in G5:
[176] celebrities,impersonating
[175] something,break
[175] break,doom
[175] doom,scrolling
[175] impersonating,sharks
[173] mcmsharksxx,something
[159] introducing,celebrities
[158] scrolling,introducing
[158] sharks,cause
[158] cause,kind

Top Word Pairs in Tweet in G6:
[55] scientists,critical
[55] critical,role
[55] role,play
[55] play,communicating
[55] communicating,science
[55] science,public
[55] public,develop
[55] develop,science
[54] jenheemstra,scientists
[15] seasonwatch_in,gubbilabs

Top Word Pairs in Tweet in G7:
[10] grand,slam
[10] science,art
[9] phd,student
[9] psi's,spacejammie
[9] spacejammie,turns
[9] turns,science
[9] art,molaroâ
[9] molaroâ,interest
[9] interest,planetary
[9] planetary,science

Top Word Pairs in Tweet in G8:
[25] synthetic,aperture
[25] aperture,radar
[25] radar,sar
[25] sar,vital
[25] vital,observing
[25] observing,land
[25] land,deformation
[25] deformation,itself
[25] itself,key
[25] key,component

Top Word Pairs in Tweet in G9:
[60] dhpsp,el_ronan
[60] el_ronan,holistic_hlth
[60] holistic_hlth,chriss20x
[60] chriss20x,dronita_de
[60] dronita_de,annamarialoukaa
[60] annamarialoukaa,abdulqadeery
[60] abdulqadeery,nawazfaisal_ai
[60] nawazfaisal_ai,gonzaparra_
[54] _atanas_,dhpsp
[51] gonzaparra_,devkota_hâ

Top Word Pairs in Tweet in G10:
[39] gov't,sage
[33] open,letter
[26] science,communicator
[23] employ,science
[21] uk,gov't
[19] sage,step
[19] step,away
[19] away,powerpoint
[19] powerpoint,slides
[19] slides,employ

Top Replied-To
Top Replied-To in Entire Graph:
@seis_matters
@ravenscimaven
@ellie_scicomm
@gorskon
@dhpsp
@this_is_farah
@_inpst
@edurafi
@bullyingalberta
@do_kinder

Top Replied-To in G1:
@agu_scicomm
@openacademics
@geschept
@academicchatter
@soapboxscience
@memicroscope
@theagu
@scicomm_india
@vectorgen
@physicsmatt

Top Replied-To in G2:
@bullyingalberta
@do_kinder
@braincures
@proftimnoakes
@dgurdasani1
@runelinding
@neurojojo
@criminotweet
@reneebleau
@morimahmoudi

Top Replied-To in G3:
@maithi_nk
@emma_a_harris
@sciencepolicy
@ject_ai
@fetfx_eu

Top Replied-To in G5:
@mattwfielding
@nchapmantas
@csir
@bethbethbeth01

Top Replied-To in G6:
@edurafi
@prashant_sci
@sravani950570
@monavsane
@imlipsa
@jenheemstra
@scicomm_india
@venadavenu
@anoopajohn

Top Replied-To in G7:
@this_is_farah
@lucaskavanagh
@fromthelabbench
@drrichardberks
@scinetworkers
@katiemoisse
@jesselupini
@scienceblogsbr
@eoloson
@kylieahern

Top Replied-To in G8:
@3rdtiens

Top Replied-To in G9:
@dhpsp
@_inpst
@mike_lustgarten
@lifespanio

Top Replied-To in G10:
@seis_matters
@drpetra
@scijem
@davidgarnold
@adamhartscience
@cmo_england
@comeflywithjo
@drsimoncook1
@girafeproject

Top Mentioned
Top Mentioned in Entire Graph:
@mcmsharksxx
@researchgenome
@berlinsciweek
@youtube
@primary_immune
@agu_scicomm
@pierre_markuse
@orion_opensci
@holistic_hlth
@_atanas_

Top Mentioned in G1:
@berlinsciweek
@agu_scicomm
@soapboxscience
@berlin_soapbox
@kidssolve
@crdemystified
@lifeologyapp
@juliuswesche
@asipath
@academicchatter

Top Mentioned in G2:
@do_kinder
@jeremyfarrar
@braincures
@proftimnoakes
@suzanne_garrett
@morimahmoudi
@dbetteracademia
@bulliescampaign
@dgurdasani1
@reneebleau

Top Mentioned in G3:
@youtube
@orion_opensci
@mdc_berlin
@animbehsociety
@fetfx_eu
@quest_eu
@emma_a_harris
@eu_h2020
@berlinsciweek
@theethogram

Top Mentioned in G4:
@hornesupremacy

Top Mentioned in G5:
@mcmsharksxx
@famelab
@vanessapirotta
@nchapmantas
@gretakcomt
@jivemediaafrica
@nrf_saasta
@splendidity
@jessroseglass

Top Mentioned in G6:
@jenheemstra
@scicomm_india
@teamfoldscope
@nipgrsocial
@seasonwatch_in
@gubbilabs
@scicommsci
@westernghat
@dbtindia
@openscience

Top Mentioned in G7:
@comsciconcanw
@sfu
@accessiblepsyc
@scinetworkers
@spacejammie
@this_is_farah
@jesselupini
@scislamca
@planetarysci
@fleerackersa

Top Mentioned in G8:
@ncse
@jscarto
@michaelemann
@uw_lsc
@whalescientists
@simon_scientell
@scheufele
@kendrawrites
@uwmadgsed
@khayhoe

Top Mentioned in G9:
@holistic_hlth
@_atanas_
@abdulqadeery
@gonzaparra_
@el_ronan
@chriss20x
@dronita_de
@annamarialoukaa
@nawazfaisal_ai
@dhpsp

Top Mentioned in G10:
@jobrodie
@uksciencechief
@drgrahams
@engineerdg
@wileyinresearch
@scicrastina
@cmo_england
@tuff_cookie
@auscicomm

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@jurylady5
@cowboyscifibot
@s9tmt
@chidambara09
@kat4obama
@limportant_fr
@john1966olsen
@femtech_
@malliardreport

Top Tweeters in G1:
@jurylady5
@cowboyscifibot
@kat4obama
@john1966olsen
@femtech_
@lizditz
@garthworld
@washingtonpost
@academicchatter
@frikiquark

Top Tweeters in G2:
@marshawright
@s9tmt
@kimvie
@guardian
@googleexpertuk
@bbcnews
@princessandmain
@drumeshprabhu
@rednationrising
@barretoj32

Top Tweeters in G3:
@nigeblue
@_open_science_
@paleophile
@drahmadbazzi
@leclercfl
@euscicomm
@livingarchitect
@datazifu
@sferrebenedicto
@euscienceinnov

Top Tweeters in G4:
@itativcs
@pa
@persona
@elprofe_ivan
@bardicvoice
@alc_anthro
@2footgiraffe
@adrijobecq
@hornesupremacy
@swilua

Top Tweeters in G5:
@fieryreddragon
@sabcnews
@basicbaka
@abcnews
@jav_riv
@teadrivendev
@redcrew
@mbluetyphoon
@demiurgicfeline
@dailymaverick

Top Tweeters in G6:
@pinkvilla
@betterjobsearch
@googlepayindia
@oliverkalubi1
@bgiddu
@bhekisisa_mg
@americantejano
@happypirateblog
@xsakuraphie
@openscience

Top Tweeters in G7:
@sdreyse
@burritojustice
@michelle373737
@maximaxoo
@fromphdtolife
@ivacheung
@jasnabadzak
@oranznaame
@michael_wi
@snowhydro

Top Tweeters in G8:
@zebrafinch
@zerojuls
@forbes
@ourfuturebot
@patriotindiana
@kaimatai
@jimprall
@geographerdc
@z_eisberg
@smithsonianmag

Top Tweeters in G9:
@ssxman2
@caring_mobile
@jj_angelus
@vicentelozadab
@drferdowsi
@carter_embrey
@sminaev2015
@grawoig
@cosseaton
@katelovesneuro

Top Tweeters in G10:
@drpetra
@jobrodie
@goldringi
@radegund
@matthewcobb
@danirabaiotti
@rosewind2007
@paul_clarke
@timandraharknes
@seis_matters


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