#stem, Twitter, 11/13/2020 4:16:45 PM, 240340


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#stem_2020-11-13_07-27-22.xlsx
#stem_2020-11-13_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 13, 2020
Short Description:
#stem via NodeXL https://bit.ly/3lutrsE
@stem_ai
@femtech_
@haroldsinnott
@jefferson_mfg
@garyhulme1812
@dailystem
@khurramcyber
@womeninstemsa
@nsf
@start2enter

Top hashtags:
#stem
#science
#stemeducation
#steam
#education
#womeninstem
#edtech
#ai
#math
#learning

Description:
Description
The graph represents a network of 7,783 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 13 November 2020 at 15:42 UTC.

The requested start date was Friday, 13 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 2-day, 7-hour, 18-minute period from Tuesday, 10 November 2020 at 17:42 UTC to Friday, 13 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 : 7783
Unique Edges : 6341
Edges With Duplicates : 12172
Total Edges : 18513
Number of Edge Types : 5
Mentions : 4443
Retweet : 4623
MentionsInRetweet : 7458
Tweet : 1822
Replies to : 167
Self-Loops : 1918
Reciprocated Vertex Pair Ratio : 0.0427994902293968
Reciprocated Edge Ratio : 0.0820857521132498
Connected Components : 1311
Single-Vertex Connected Components : 504
Maximum Vertices in a Connected Component : 4271
Maximum Edges in a Connected Component : 13260
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.079059
Graph Density : 0.000162117165983906
Modularity : 0.51742
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 7,783 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 13 November 2020 at 15:42 UTC.

The requested start date was Friday, 13 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 2-day, 7-hour, 18-minute period from Tuesday, 10 November 2020 at 17:42 UTC to Friday, 13 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 : #stem
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:
[40] http://iconversations.biz/denisempulliam.aspx
[19] https://www.amazon.com/3dmate?maas=maas_adg_FAF856B58D1430D0FAE36220925B6C30_afap_abs&ref_=aa_maas
[19] https://www.youtube.com/watch?v=dO4bYd7uVfA&feature=youtu.be

[18] https://www.youtube.com/watch?v=kG6H-1EnnZQ

[17] https://amritafoundation.wordpress.com/2020/10/12/the-negative-part-of-kids-coding/
[17] https://pages.razorpay.com/pl_FyO6Ft4BE4FF2X/view
[15] http://iconversations.biz/DeniseMPulliam.aspx
[13] https://www.base11.com/next-frontier-2020/
[13] https://fiu.qualtrics.com/jfe/form/SV_bkLxzkPg7OOYjRj
[13] https://www.youtube.com/watch?v=UQPG0spnY68&feature=youtu.be


Top URLs in Tweet in G1:
[40] http://iconversations.biz/denisempulliam.aspx
[15] http://iconversations.biz/DeniseMPulliam.aspx
[6] https://www.thecatalystinme.com/
[6] https://www.youtube.com/watch?v=PxiXYWz2xx8&feature=youtu.be

[5] http://www.amazon.com/Tangram-Zoo-Word-Puzzles-Too/dp/1470124777/
[4] https://en.wikipedia.org/wiki/Angela_Merkel
[4] https://www.pbs.org/newshour/education/german-chancellor-angela-merkel-awarded-a-harvard-honorary-degree
[4] https://twitter.com/thespacegal/status/1326932387205246976
[4] https://thankateacher.educando.org/
[3] http://iconversations.biz/denisempulliam,aspx

Top URLs in Tweet in G2:
[13] https://www.base11.com/next-frontier-2020/
[11] https://coruzant.com/opinion/creating-space-for-new-ideas/
[9] https://coruzant.com/stem/techs-diversity-issues-need-community-based-solutions/
[6] https://academy.skillmeup.com/
[6] https://docs.google.com/forms/d/e/1FAIpQLScHFb6obWD2mdzDdbB1lM1nkBkqHs2UUt2pJ3GJC4uexePCyg/viewform?usp=send_form
[6] https://www.youtube.com/watch?v=HWTY5LXge9Q&feature=youtu.be

[6] https://www.youtube.com/user/regantetlow
[4] https://www.mckinsey.com/about-us/new-at-mckinsey-blog/what-does-it-take-to-get-more-women-into-tech
[4] http://stemminginstilettos.buzzsprout.com/1080554/6141481-throwback-episode-work-life-balance-for-women-of-color
[4] https://www.womentech.net/nominee/Natoshia/Anderson/45861#.X6wlTo82H6D.twitter

Top URLs in Tweet in G3:
[5] https://calililiindies.com/2020/03/14/cells-have-walls-that-talk-dont-they-socialdistancing-covid19-the-two-main-characters-in-my-movie-are-never-in-the-same-room-cali-lili/
[4] https://event.on24.com/wcc/r/2784162/5EA43EB2B5D695CF65A7D3CED4D3050C?partnerref=cpetwitter
[4] https://twitter.com/CaliLiliIndies/status/1245792861146230785/photo/1
[3] https://thankateacher.educando.org/
[3] https://www.peninsulafamilyservice.org/our-programs/childcare-services/
[2] https://medialgroup.zohorecruit.com/jobs/Careers?fbclid=IwAR2hD6-UE9-tI8mQnNxxwEK7idpvSKp2EPVLeLiybg7W96KnBOY9vJSqMDI
[2] https://edtechmagazine.com/k12/article/2020/11/4-tips-enhancing-stem-engagement-hybrid-classroom
[2] https://www.tes.com/news/revealed-science-barriers-facing-poorer-schools?utm_source=twitter.com&utm_medium=social&utm_campaign=lack-of-opportunities-for-practical-work
[2] https://twitter.com/un_women/status/1326352705187688448
[2] https://www.juniortech.org/

Top URLs in Tweet in G4:
[18] https://www.youtube.com/watch?v=kG6H-1EnnZQ

[18] https://www.youtube.com/watch?v=dO4bYd7uVfA&feature=youtu.be

[17] https://pages.razorpay.com/pl_FyO6Ft4BE4FF2X/view
[15] https://amritafoundation.wordpress.com/2020/10/12/the-negative-part-of-kids-coding/
[12] https://www.youtube.com/watch?v=UQPG0spnY68&feature=youtu.be

[8] https://www.raconteur.net/women-stem/data-science-rebecca-pope/?utm_term=Nov-10&utm_content=bufferacddc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://twitter.com/qtpiofficial/status/1326411837924143104
[6] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DVJ50zCiEb20&q=EgS4SO-bGOufqf0FIhkA8aeDS-3Vd-osYnMT-g7zxbkMRuIzy88wMgFy
[6] https://interestingengineering.com/try-your-hand-at-this-knotty-russian-clock-puzzle
[6] https://intelligence.weforum.org/topics/a1Gb0000000pTDZEA2?tab=publications

Top URLs in Tweet in G5:
[3] https://www.donorschoose.org/project/3doodler-all-middle-school-hands-on-desk/5275654/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_6978160&rf=directlink-dc-2020-11-teacherhub-teacher_6978160&challengeid=21555828
[3] https://fromthemixedupfiles.com/stem-tuesday-diseases-and-pandemics-in-the-classroom/
[3] https://woobox.com/bf7acq/n3p65x
[3] https://www.cleverbooks.eu/activityplans/
[3] https://www.weareteachers.com/samsung-solve-for-tomorrow/?utm_content=1602868868&utm_medium=social&utm_source=facebook
[2] https://us10.campaign-archive.com/?u=500e0afcc20b6fe59b853cb5e&id=c01631ccaf
[2] https://us10.campaign-archive.com/?u=500e0afcc20b6fe59b853cb5e&id=ddf0de590d
[2] https://www.clarity-innovations.com/blog/krhodes/esports-k-12-five-popular-titles-reviewed
[2] https://panelpicker.sxsw.com/vote/111496
[2] https://flowerstem.mailerpage.com/speakers

Top URLs in Tweet in G7:
[2] https://twitter.com/dailystem/status/1324818845203263489
[1] http://dailystem.com/news/
[1] https://twitter.com/dailystem/status/1325804058893029377
[1] http://dailystem.com/2017/07/03/independence-day-special-gene-clark-k-chris-grandpa/
[1] https://www.appropedia.org/Create,_Share,_and_Save_Money_Using_Open-Source_Projects
[1] https://twitter.com/googledoodles/status/1326560387270119425
[1] https://dystopia2153.com/
[1] https://twitter.com/creativehutedu/status/1326144013066506240
[1] https://www.gettingsmart.com/2020/10/bringing-stem-into-every-classroom-space/
[1] https://twitter.com/tinkeringstudio/status/1326930405593739264

Top URLs in Tweet in G8:
[9] https://www.youtube.com/watch?v=dL8Ik0I8Gqo&t=261s

[8] https://www.youtube.com/watch?v=xVVyS62B980&feature=youtu.be

[6] https://www.youtube.com/watch?v=g59IU1DebME&feature=youtu.be

[5] https://www.youtube.com/watch?v=6U45m_Xtyjk&feature=youtu.be

[4] https://blog.definedlearning.com/tools-for-promoting-sel
[4] https://category.yahboom.net/collections/micro-bit
[4] https://mailchi.mp/littlebird/just-arrived-tpbot-stem-car-and-other-goodies
[4] https://www.youtube.com/watch?v=rXQX3V8ljOQ&feature=youtu.be

[3] https://www.definedlearning.com/blog/stemlessons/
[3] https://www.gettingsmart.com/2020/10/bringing-stem-into-every-classroom-space/

Top URLs in Tweet in G9:
[4] https://junioreinsteinsscienceclub.com/after-school-science-clubs/
[3] https://www.discoverypark.ie/science-behind-irelands-longest-zipline/
[2] https://www.discoverypark.ie/fossils-castlecomer-plateau/
[1] https://twitter.com/acstas/status/1216904808054972421
[1] https://stemeducational.ie/
[1] https://twitter.com/ScoilBarra/status/1326478384382300160
[1] https://aspirewithabbott.vfairs.com/
[1] https://www.discoverypark.ie/
[1] https://pdst-ie.zoom.us/webinar/register/WN_C8fb-b8LRF2N3kjbYjBgqg
[1] https://confirm.ie/category/meet-the-researcher/

Top URLs in Tweet in G10:
[5] http://www.nasa.gov/press-release/nasa-science-to-host-community-town-hall-meeting
[4] https://twitter.com/NASASpaceflight/status/1326315773162385410
[4] https://www.techgirlz.org/techshop/you-can-be-a-photographer-photography-for-marketing/
[4] https://physicsonly.com/polarization-quiz-for-fun-jee-neet-preparation/
[2] http://www.nasa.gov/press-release/nasa-tv-coverage-set-for-russian-spacewalk
[2] https://www.technologyreview.com/2020/11/06/1011784/half-milky-way-sun-like-stars-home-earth-like-planets-kepler-gaia-habitable-life/
[2] https://www.futureengineers.org/artemismoonpodessay
[2] http://collaboratetogether.ie/bank-of-ireland-hanson-robotics-fiserv-among-winners-at-the-diversity-in-tech-awards-2020/
[1] https://twitter.com/rtejr/status/1326926373563346944
[1] https://twitter.com/JamesFalletti/status/1326257843553652737

Top Domains
Top Domains in Tweet in Entire Graph:
[496] twitter.com
[217] youtube.com
[67] co.uk
[60] iconversations.biz
[47] google.com
[46] amazon.com
[42] wordpress.com
[41] woobox.com
[37] linkedin.com
[33] vubblepop.com

Top Domains in Tweet in G1:
[67] twitter.com
[60] iconversations.biz
[33] vubblepop.com
[31] youtube.com
[11] wikipedia.org
[11] yonkersfun.com
[8] amazon.com
[6] thecatalystinme.com
[6] donorschoose.org
[4] pbs.org

Top Domains in Tweet in G2:
[49] twitter.com
[24] coruzant.com
[20] youtube.com
[13] base11.com
[10] google.com
[10] buzzsprout.com
[9] co.uk
[8] womentech.net
[6] skillmeup.com
[4] mckinsey.com

Top Domains in Tweet in G3:
[88] twitter.com
[18] youtube.com
[14] co.uk
[14] linkedin.com
[8] google.com
[8] careerarc.com
[7] instagram.com
[5] eventbrite.com
[5] zoom.us
[5] calililiindies.com

Top Domains in Tweet in G4:
[51] youtube.com
[17] razorpay.com
[15] wordpress.com
[12] weforum.org
[10] twitter.com
[8] raconteur.net
[7] google.com
[6] qtlearn.in
[6] com.au
[6] interestingengineering.com

Top Domains in Tweet in G5:
[40] woobox.com
[21] libsyn.com
[11] cleverbooks.eu
[8] twitter.com
[6] eduporium.com
[5] weareteachers.com
[4] donorschoose.org
[4] fromthemixedupfiles.com
[4] campaign-archive.com
[3] solveitforkids.com

Top Domains in Tweet in G7:
[9] twitter.com
[3] dailystem.com
[2] youtube.com
[1] appropedia.org
[1] dystopia2153.com
[1] gettingsmart.com
[1] lenovo.com
[1] vivifystem.com
[1] space.com
[1] stemteachersclub.com

Top Domains in Tweet in G8:
[37] youtube.com
[16] definedlearning.com
[10] delltechnologies.com
[4] twitter.com
[4] yahboom.net
[4] robocombo.com
[4] mailchi.mp
[4] belouga.org
[3] canadianclassroom.com
[3] gettingsmart.com

Top Domains in Tweet in G9:
[7] twitter.com
[6] discoverypark.ie
[4] junioreinsteinsscienceclub.com
[3] youtube.com
[2] vfairs.com
[1] stemeducational.ie
[1] zoom.us
[1] confirm.ie
[1] vimeo.com
[1] padlet.com

Top Domains in Tweet in G10:
[12] nasa.gov
[10] twitter.com
[5] techgirlz.org
[4] nsf.gov
[4] physicsonly.com
[3] collaboratetogether.ie
[2] technologyreview.com
[2] futureengineers.org
[2] mydigitalpublication.com
[1] qubitstoy.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5252] stem
[458] science
[288] stemeducation
[276] steam
[266] education
[253] womeninstem
[176] edtech
[160] ai
[150] math
[128] learning



Top Hashtags in Tweet in G1:
[606] stem
[71] science
[66] stemeducation
[56] intuwit
[36] education
[34] steam
[33] stemed
[28] smartvideo
[18] learning
[17] power

Top Hashtags in Tweet in G2:
[432] stem
[199] womeninstem
[56] science
[54] womenintech
[47] girlsinstem
[31] womeninscience
[27] b11nextfrontier
[24] stemeducation
[24] stemminginstilettos
[20] girlswhocode

Top Hashtags in Tweet in G3:
[599] stem
[51] science
[47] stemeducation
[40] steam
[39] education
[20] tech
[19] math
[18] engineering
[17] covid19
[17] scienceweek2020

Top Hashtags in Tweet in G4:
[218] stem
[126] ai
[60] futureofwork
[51] marketing
[48] 100daysofcode
[32] iot
[31] robotics
[30] education
[29] artificialintelligence
[28] edtech

Top Hashtags in Tweet in G5:
[269] stem
[50] distancelearning
[27] steam
[26] robotics
[22] win
[22] edtech
[17] coding
[15] science
[15] podcast
[14] teachers

Top Hashtags in Tweet in G6:
[3] stem
[2] maritimeuk20
[1] ukmfg

Top Hashtags in Tweet in G7:
[92] stem
[23] steam
[17] dailystem
[14] nationalstemday
[8] stemeducation
[7] makerspace
[6] googledoodle
[6] primarystemchat
[5] veteransday
[5] makered

Top Hashtags in Tweet in G8:
[162] stem
[37] education
[27] coding
[24] datacentersim
[21] steam
[20] kids
[19] delltech
[18] microbit
[18] stemeducation
[17] edchat

Top Hashtags in Tweet in G9:
[111] stem
[41] scienceweek2020
[22] scienceweek
[19] junioreinsteins
[16] believeinscience
[8] community
[7] westmeath
[6] meath
[6] supportlocalbusiness
[6] aspirewithabbott

Top Hashtags in Tweet in G10:
[82] stem
[21] science
[19] space
[16] spacehour
[11] stemeducation
[10] otd
[10] education
[8] spacehistory
[8] quiz
[8] nasa

Top Words
Top Words in Tweet in Entire Graph:
[5248] #stem
[719] stem
[701] students
[568] science
[518] 11
[503] today
[487] more
[460] #science
[446] women
[421] engineering

Top Words in Tweet in G1:
[603] #stem
[165] dmp
[118] iconversations
[71] #science
[70] 2019
[66] innovative
[66] #stemeducation
[58] today
[58] students
[56] winning

Top Words in Tweet in G2:
[433] #stem
[199] #womeninstem
[174] women
[149] stem
[89] join
[67] more
[59] girls
[57] #science
[56] conference
[54] #womenintech

Top Words in Tweet in G3:
[599] #stem
[77] stem
[56] more
[53] students
[51] #science
[50] science
[46] #stemeducation
[44] learn
[40] #steam
[39] #education

Top Words in Tweet in G4:
[218] #stem
[134] enricomolinari
[126] #ai
[92] angelicagallegs
[92] yukarikingdom18
[92] mhall55nine
[92] eoff_sylvia
[89] sminaev2015
[86] frisesally
[78] arnabch01

Top Words in Tweet in G5:
[331] 11
[269] #stem
[144] win
[104] giveaway
[93] book
[87] one
[83] wish
[83] being
[83] kid
[82] person

Top Words in Tweet in G6:
[243] update
[243] british
[243] engineering
[243] giant
[243] babcock
[243] currently
[243] building
[243] multi
[243] million
[243] pound

Top Words in Tweet in G7:
[92] #stem
[41] dailystem
[25] kids
[24] contest
[24] win
[23] free
[23] #steam
[18] chance
[18] follow
[18] joelbirch

Top Words in Tweet in G8:
[162] #stem
[43] coding
[37] #education
[32] ready
[31] intel
[31] microsoftedu
[29] bit
[27] #coding
[26] micro
[24] educational

Top Words in Tweet in G9:
[111] #stem
[72] science
[41] scienceweek
[41] #scienceweek2020
[29] stem
[23] online
[23] today
[22] #scienceweek
[22] scienceirel
[21] fun

Top Words in Tweet in G10:
[82] #stem
[48] nasa
[21] #science
[19] #space
[16] #spacehour
[15] worldspaceclub
[14] space
[13] learn
[13] 12
[12] become

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[244] update,british
[244] british,engineering
[244] engineering,giant
[244] giant,babcock
[244] babcock,currently
[244] currently,building
[244] building,multi
[244] multi,million
[244] million,pound
[244] pound,assembly

Top Word Pairs in Tweet in G1:
[55] winning,innovative
[55] innovative,technologies
[53] #intuwit,winning
[49] dmp,2019
[41] dmp,2016
[38] technologies,dmp
[38] #science,#stem
[32] #stem,#stemed
[30] ht,letstalkscience
[30] #stemed,#stemeducation

Top Word Pairs in Tweet in G2:
[43] #stem,#womeninstem
[35] role,models
[34] women,stem
[27] base11stem,#b11nextfrontier
[25] #b11nextfrontier,conference
[25] inspiring,fifty
[23] #womeninstem,#stem
[22] women,historically
[22] historically,underrepresented
[22] underrepresented,stem

Top Word Pairs in Tweet in G3:
[24] #stem,#steam
[24] #stem,#stemeducation
[13] #science,#stem
[13] learn,more
[12] #steam,#stem
[11] #scienceweek2020,#stem
[10] #stemeducation,#stem
[10] #stem,#tech
[10] #cells,#wallsthattalk
[10] #wallsthattalk,#physicaldistancing

Top Word Pairs in Tweet in G4:
[92] angelicagallegs,yukarikingdom18
[92] yukarikingdom18,mhall55nine
[92] mhall55nine,eoff_sylvia
[84] sminaev2015,frisesally
[74] arnabch01,sminaev2015
[60] semicvet50,brindusab1
[51] eoff_sylvia,semicvet50
[51] brindusab1,pasqualetotaro
[51] intengineering,enricomolinari
[51] enricomolinari,#stem

Top Word Pairs in Tweet in G5:
[164] 11,11
[82] 11,giveaway
[82] giveaway,one
[82] one,person
[82] person,win
[82] win,11
[82] 11,wish
[82] wish,#stem
[82] #stem,positive
[82] positive,book

Top Word Pairs in Tweet in G6:
[243] update,british
[243] british,engineering
[243] engineering,giant
[243] giant,babcock
[243] babcock,currently
[243] currently,building
[243] building,multi
[243] multi,million
[243] million,pound
[243] pound,assembly

Top Word Pairs in Tweet in G7:
[18] chance,win
[17] win,free
[15] free,teacher
[15] teacher,account
[15] #stem,#steam
[14] issue,#dailystem
[14] #dailystem,kids
[12] enter,giveaway
[12] giveaway,contest
[12] contest,chance

Top Word Pairs in Tweet in G8:
[24] micro,bit
[24] initiatives,launching
[24] launching,apps
[24] apps,#datacentersim
[24] #datacentersim,intel
[18] #delltech,supports
[18] supports,#stem
[18] #stem,things
[18] things,educational
[18] educational,initiatives

Top Word Pairs in Tweet in G9:
[13] science,week
[13] #scienceweek2020,#stem
[12] science,clubs
[11] #junioreinsteins,#stem
[10] junior,einsteins
[9] child,enrichment
[9] enrichment,community
[9] community,online
[9] online,stem
[9] stem,saturday

Top Word Pairs in Tweet in G10:
[9] icymi,big
[9] big,first
[9] first,faa
[9] faa,licensed
[9] licensed,orbital
[9] orbital,human
[9] human,spaceflight
[9] spaceflight,launch
[9] launch,re
[9] re,working

Top Replied-To
Top Replied-To in Entire Graph:
@sminaev2015
@rachaellehr
@dashtherobot
@stemwomeneurope
@shara_graves
@pwc_uk
@dawsonscience
@humble
@i_teach_littles

Top Replied-To in G1:
@minoritystem
@wcwoa
@gettstem
@peterwallhead

Top Replied-To in G2:
@jkmgarofano
@selfestemorg
@thetechiegirls
@swpsstem
@mrbeatties
@casmidlands
@wearetudublin

Top Replied-To in G4:
@sminaev2015
@ibilola_amao
@frisesally
@angelicagallegs

Top Replied-To in G5:
@dashtherobot
@i_teach_littles
@kidssolve
@matatalab
@iteachspedk5
@meiyi_yu
@rtong
@jilldubois22

Top Replied-To in G7:
@rachaellehr
@steam_forward_
@agehoffman
@dierdreshetler
@iteachstematrps
@northcoastsoe
@joelbirch
@mrssarahmullin

Top Replied-To in G8:
@denisecwright

Top Replied-To in G9:
@scientificsue
@sooeyns
@scorpionovasix
@stmaryscbs
@scienceweek
@tog_dublin

Top Replied-To in G10:
@nasa
@charlesrandolp3
@ditawards
@stemqu
@libbyjackson__
@cookenviro

Top Mentioned
Top Mentioned in Entire Graph:
@jefferson_mfg
@iconversations
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@nsf
@frisesally
@bkshelfdetectiv
@arnabch01

Top Mentioned in G1:
@iconversations
@blackhairsalons
@blackbarbershop
@letstalkscience
@youtube
@ibm
@goldieblox
@aaas
@oracle
@wsj

Top Mentioned in G2:
@stemettes
@base11stem
@drtoshia11
@inspiring50sa
@thescisocial
@abrcms
@stemconnector
@cttech
@divergentcio
@engineergirlnae

Top Mentioned in G3:
@calililiindies
@senexrecruit
@garwayschool
@darrensangita
@magformers_gb
@industrialveth2
@messybloguk
@cdtfluidsleeds

Top Mentioned in G4:
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@angelicagallegs
@frisesally
@arnabch01
@sminaev2015
@enricomolinari
@semicvet50
@brindusab1

Top Mentioned in G5:
@bkshelfdetectiv
@wonderworkshop
@jenswanbooks
@kidssolve
@k
@jedliemagic
@3doodler
@eduporium
@unruly_studios
@3dbearofficial

Top Mentioned in G6:
@jefferson_mfg
@returntostem
@cornwall_marine

Top Mentioned in G7:
@dailystem
@dystopia2153
@joelbirch
@rachaellehr
@primarystemchat
@teachmag
@profpearce
@glazgow
@thease
@carlyandadam

Top Mentioned in G8:
@microsoftedu
@intel
@youtube
@vmware
@strawbees
@walkerdoug
@steamtechsam
@rdene915
@buncee
@iotcoffeetalk

Top Mentioned in G9:
@scienceweek
@scienceirel
@esbscienceblast
@ccoscience
@colaiste
@calmastwit
@pdstprimarystem
@c_discoverypark
@a
@stemkilkenny

Top Mentioned in G10:
@nasa
@worldspaceclub
@faanews
@spacex
@aef_program
@rosielivenlearn
@therealbuzz
@nasastem
@cd_dublin
@natgeoeducation

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sectest9
@cowboyscifibot
@huskorkut
@monicasloves
@robre62
@ejlazar
@chidambara09
@cybersec_feeds
@marionspekker

Top Tweeters in G1:
@americanair
@iartg
@rosenchild
@businessinsider
@mysouthend
@bbcnews
@nytimes
@lorion
@therickwilson
@abc

Top Tweeters in G2:
@femtech_
@googleexpertuk
@blackgirlnerds
@planespotiscool
@marshacollier
@womencodersbot
@calamur
@popsugar
@robinmacnab
@businesstimes

Top Tweeters in G3:
@janniaragon
@calililiindies
@monkey_viral
@shannon91981
@knolinfos
@einpresswirepr
@your_essayguy
@paleophile
@_allisulli
@nine_break

Top Tweeters in G4:
@huskorkut
@monicasloves
@ejlazar
@chidambara09
@cybersec_feeds
@marionspekker
@mhall55nine
@nieuwemarlean
@jilliemary
@marienassar_

Top Tweeters in G5:
@hautahbuhgee
@jamesvgingerich
@mathgril
@robotconsumer
@dhammelef
@brielleprincess
@towngirl772
@ihadztotweet
@carrie_baughcum
@esportstweeter

Top Tweeters in G6:
@magicdmw
@johnrealsmith
@kulganofcrydee
@grancake
@rob_kimbell
@pripley2426
@themainstand
@scorpiotiger77
@petuniasforever
@avenger74208

Top Tweeters in G7:
@bar_zie
@philshapiro
@shellterrell
@edchateu
@dieseljones2
@skymazef3
@brandon39156690
@shirky17
@masonsmvp
@rachaellehr

Top Tweeters in G8:
@evankirstel
@calcaware
@jacobussystems
@kaleidoscopet0
@larideshareguy
@pausitiveliving
@rdene915
@miceears
@walkerdoug
@qualityisarul3

Top Tweeters in G9:
@caringbot67
@digigranbiz
@triploidtree
@sta
@irishwater
@lcetbschools
@l_oc81
@engineerireland
@miclimerick
@thecontel

Top Tweeters in G10:
@cowboyscifibot
@newstalkfm
@timg33
@kalkua1
@craignewmark
@techreview
@trent900
@hervegotzila
@rte
@mastercard


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