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scienceed_2021-11-26_17-42-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3rfKsfQ
@vmcc_scienceed
@intoshms
@this0499154500
@edtechne
@twinklbeyond
@stem_ai
@ml_mcn
@famelab_galway
@sspcentre
@sorchaniaodh

Top hashtags:
#scienceed
#stem
#science
#blackhistorymonth
#ngss
#scied
#scichat
#scienceteacher

Description:
Description
The graph represents a network of 586 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 November 2021 at 01:42 UTC.

The requested start date was Saturday, 27 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 84-day, 19-hour, 17-minute period from Wednesday, 01 September 2021 at 20:37 UTC to Thursday, 25 November 2021 at 15:55 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 : 586
Unique Edges : 799
Edges With Duplicates : 789
Total Edges : 1588
Number of Edge Types : 5
Retweet : 264
MentionsInRetweet : 370
Mentions : 705
Replies to : 111
Tweet : 138
Self-Loops : 143
Reciprocated Vertex Pair Ratio : 0.0658174097664544
Reciprocated Edge Ratio : 0.123505976095618
Connected Components : 97
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 255
Maximum Edges in a Connected Component : 1022
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.233147
Graph Density : 0.00292873603453808
Modularity : 0.482804
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 586 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 November 2021 at 01:42 UTC.

The requested start date was Saturday, 27 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 84-day, 19-hour, 17-minute period from Wednesday, 01 September 2021 at 20:37 UTC to Thursday, 25 November 2021 at 15:55 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 : scienceed
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:
[8] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[6] http://stemteachingtools.org/pd/playlist-principals
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] https://www.braintasticscience.com/post/how-to-start-a-science-club
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[4] https://www.braintasticscience.com/schools
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[3] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[3] https://education.uconn.edu/doctoral/
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/

Top URLs in Tweet in G1:
[2] https://drive.google.com/file/d/1G4i0GBPqZvSdgmfJ7PS0d5MzHSQ-y3ei/view?usp=sharing
[1] https://twitter.com/drsaragartland/status/1456202868592189444
[1] https://twitter.com/ml_mcn/status/1458837571967016963
[1] https://enlight-eu.org/index.php/university-about-us/news-events/479-tl21enlight-is-fully-booked-join-our-live-stream-on-18-november
[1] https://www.ecoed4all.com/
[1] https://www.dropbox.com/s/udz9v38muzubfq9/EcoEd4All%20Times%20Issue%203%20September%202021.pdf?dl=0
[1] https://twitter.com/edtechne/status/1458823670340673544
[1] https://twitter.com/S_Mc_G/status/1463094931782836224
[1] https://twitter.com/rowntree_carr/status/1437500601835958273
[1] http://www.science-and-you.com/en/science-you-2021

Top URLs in Tweet in G2:
[1] https://twitter.com/SOPHiaPhysics/status/1461704926258733070
[1] https://twitter.com/edtechne/status/1460992379243175944
[1] https://www.youtube.com/watch?v=O7J5nOvUYO4&feature=youtu.be

[1] https://my.corehr.com/pls/ulrecruit/erq_search_package.search_form?p_company=1&p_internal_external=E?/#
[1] https://my.corehr.com/pls/ulrecruit/erq_search_package.search_form?p_company=1&p_internal_external=E?/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266715
[1] https://www.nala.ie/publications/good-practice-in-integrated-and-standalone-numeracy-provision-at-levels-1-3/
[1] https://www.dcu.ie/courses/postgraduate/school-physical-sciences/professional-diploma-teaching-physics

Top URLs in Tweet in G3:
[6] http://stemteachingtools.org/pd/playlist-principals
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=1b49c3a5-b225-4943-94c8-44518eba5c0f&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=c642a590-abfc-4cc5-be5b-59aa96b20770&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=0528cfbe-b9a4-473a-9990-4a08728dad66&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=defd9041-8659-4264-b9e4-b824615f8df1&utm_campaign=hootsuite
[1] http://stemteachingtools.org/brief/43
[1] https://twitter.com/theNASEM/status/1414994327080669195

Top URLs in Tweet in G4:
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[2] https://twitter.com/IntoshMs/status/1447164966839197698
[1] https://twitter.com/isaacmoore7/status/1453339717458616326
[1] https://twitter.com/bmay/status/1442101051600089089
[1] https://twitter.com/IntoshMs/status/1444615430522478597
[1] https://www.twinkl.co.uk/blog/more-black-teachers-needed-in-stem

Top URLs in Tweet in G5:
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[1] https://www.fedora-project.eu/
[1] https://www.youtube.com/watch?v=W0muUdSTytI

[1] https://www.nationalgeographic.com/history/article/cdc-fda-nih-whats-the-difference
[1] https://docs.google.com/spreadsheets/d/1NBcPp3h6P0IS4F1ciXfxtPG134uL0SyL0mRnbNJhgt0/edit?usp=sharing
[1] https://twitter.com/ashadevos/status/1436298806782357510
[1] https://www.youtube.com/watch?v=ZG5tnnO-Xqk&t=2s

[1] https://news.nmsu.edu/2021/10/nmsu-soar-center-provides-valuable-student-research-experience-community-outreach.html
[1] https://twitter.com/ChrisEngledowl/status/1441791935484596228
[1] https://www.ber.org/CZZsocial

Top URLs in Tweet in G6:
[3] https://education.uconn.edu/doctoral/
[1] https://www.youtube.com/watch?v=jSuETYEgY68&feature=youtu.be


Top URLs in Tweet in G7:
[4] https://www.braintasticscience.com/schools
[4] https://www.braintasticscience.com/post/how-to-start-a-science-club
[1] https://www.braintasticscience.com/home
[1] https://twitter.com/cogito137/status/1434180065852473348
[1] https://twitter.com/neuroamanda/status/1434697281127649282

Top URLs in Tweet in G8:
[8] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[1] https://twitter.com/JenWilliamsEdu/status/1455205000628559874
[1] https://twitter.com/mrmarcusajames/status/1445556914507718656
[1] https://twitter.com/cinehead/status/1453174609470230528
[1] https://twitter.com/brainpicker/status/1457377557708513284
[1] https://twitter.com/bk3dsci/status/1461522602724372482
[1] https://seths.blog/2021/10/tools-for-modern-citizens/

Top URLs in Tweet in G9:
[1] https://enlight-eu.org/index.php/university-about-us/news-events/479-tl21enlight-is-fully-booked-join-our-live-stream-on-18-november

Top URLs in Tweet in G10:
[1] https://jobs.csuchico.edu/postings/6876

Top Domains
Top Domains in Tweet in Entire Graph:
[46] twitter.com
[9] braintasticscience.com
[8] dyslexiakit.net
[7] co.uk
[7] stemteachingtools.org
[5] google.com
[5] donorschoose.org
[4] youtube.com
[4] bbc.com
[4] nap.edu

Top Domains in Tweet in G1:
[12] twitter.com
[3] google.com
[1] enlight-eu.org
[1] ecoed4all.com
[1] dropbox.com
[1] science-and-you.com
[1] reellifescience.com
[1] limerickleader.ie
[1] ul.ie

Top Domains in Tweet in G2:
[2] twitter.com
[2] corehr.com
[1] youtube.com
[1] nodexlgraphgallery.org
[1] nala.ie
[1] dcu.ie

Top Domains in Tweet in G3:
[7] stemteachingtools.org
[4] nap.edu
[3] tcea.org
[1] twitter.com

Top Domains in Tweet in G4:
[5] twitter.com
[5] co.uk
[4] bbc.com

Top Domains in Tweet in G5:
[5] donorschoose.org
[4] twitter.com
[2] youtube.com
[1] fedora-project.eu
[1] nationalgeographic.com
[1] google.com
[1] nmsu.edu
[1] ber.org
[1] wiley.com
[1] cbc.ca

Top Domains in Tweet in G6:
[3] uconn.edu
[1] youtube.com

Top Domains in Tweet in G7:
[9] braintasticscience.com
[2] twitter.com

Top Domains in Tweet in G8:
[8] dyslexiakit.net
[5] twitter.com
[1] seths.blog

Top Domains in Tweet in G9:
[1] enlight-eu.org

Top Domains in Tweet in G10:
[1] csuchico.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[228] scienceed
[48] stem
[40] science
[31] blackhistorymonth
[25] ngss
[22] scied
[19] scichat
[17] scienceteacher
[16] edchat
[15] scicomm



Top Hashtags in Tweet in G1:
[5] ecer2021
[3] science
[2] designingfutures
[2] ibikesalthill
[2] ul
[2] jobfairy
[1] marchformaternity
[1] bettermaternitycare
[1] galwaybranch
[1] scienceweek2021

Top Hashtags in Tweet in G2:
[2] science
[2] scienceed
[1] maighcuilinnabú
[1] tedxgalway
[1] galwayinspires
[1] ideasworthspreading
[1] diversity
[1] epe
[1] communityengagement
[1] engagedresearch

Top Hashtags in Tweet in G3:
[33] scienceed
[23] ngss
[20] scied
[6] principals
[4] education
[3] science
[3] chemistry

Top Hashtags in Tweet in G4:
[30] blackhistorymonth
[21] scienceed
[5] stem
[4] sdgs
[4] biodiversity
[1] culturalcapital
[1] directinstruction
[1] microbiology
[1] cpd
[1] oracy

Top Hashtags in Tweet in G5:
[38] scienceed
[12] science
[9] scichat
[9] scienceteacher
[7] edchat
[6] physics
[6] technology
[5] stem
[5] apps
[5] edapps

Top Hashtags in Tweet in G6:
[7] scienceed
[3] schoolpsych
[3] highered
[3] racialjustice
[3] beaneagphd
[1] teachers
[1] science
[1] stemeducation

Top Hashtags in Tweet in G7:
[16] scienceed
[10] scicomm
[4] scichat
[3] teachers
[3] jsf21
[3] citizenscience
[3] openscience
[3] biology
[2] scienceteachers
[2] science

Top Hashtags in Tweet in G8:
[24] scienceed
[19] stem
[8] dyslexia
[8] homeschool
[8] homeed
[8] family
[8] neurodiversity
[5] nationalstemday
[5] pb
[5] kidlit

Top Hashtags in Tweet in G9:
[1] tl21enlight

Top Hashtags in Tweet in G10:
[1] scienceeducation
[1] scienceed

Top Words
Top Words in Tweet in Entire Graph:
[228] #scienceed
[196] science
[123] edtechne
[112] vmcc_scienceed
[99] dankoretz
[99] hgse
[93] ml_mcn
[72] students
[51] education
[50] more

Top Words in Tweet in G1:
[116] edtechne
[107] vmcc_scienceed
[97] dankoretz
[97] hgse
[89] ml_mcn
[46] congratulations
[39] dr
[32] thanks
[28] michael
[24] well

Top Words in Tweet in G2:
[6] great
[6] nuigalway
[5] ul
[5] scienceirel
[4] work
[4] edtechne
[4] galway
[3] dr
[3] researchatnuig
[3] sspcentre

Top Words in Tweet in G3:
[34] scientific
[33] #scienceed
[29] science
[23] #ngss
[21] stemteachtools
[20] #scied
[17] thinking
[17] essential
[17] students
[17] those

Top Words in Tweet in G4:
[30] #blackhistorymonth
[28] intoshms
[25] extending
[25] beyond
[25] curriculum
[25] 'scientist
[25] week'
[21] #scienceed
[17] starting
[15] looking

Top Words in Tweet in G5:
[38] #scienceed
[12] #science
[9] #scichat
[9] #scienceteacher
[9] science
[7] #edchat
[6] students
[6] good
[6] #physics
[6] #technology

Top Words in Tweet in G6:
[16] education
[14] uconnneag
[12] science
[10] please
[9] announcing
[9] special
[9] issue
[9] teacher
[9] infectious
[9] disease

Top Words in Tweet in G7:
[31] science
[16] #scienceed
[12] help
[10] #scicomm
[9] parvathijr2
[8] braintasticsci
[8] date
[7] differentiate
[7] twins
[7] education

Top Words in Tweet in G8:
[37] science
[24] #scienceed
[19] #stem
[15] hands
[15] outdoors
[15] videos
[15] thrown
[15] homeschool
[13] students
[10] exciting

Top Words in Tweet in G9:
[2] live
[2] keynote

Top Words in Tweet in G10:
[20] science
[11] education
[10] please
[10] chicostate
[10] hiring
[10] assistant
[10] professor
[10] environmental
[10] geological
[9] sandrinematias1

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[99] dankoretz,hgse
[96] vmcc_scienceed,dankoretz
[89] hgse,edtechne
[74] ml_mcn,vmcc_scienceed
[25] edtechne,congratulations
[25] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth
[25] #blackhistorymonth,'scientist
[25] 'scientist,week'

Top Word Pairs in Tweet in G1:
[97] dankoretz,hgse
[94] vmcc_scienceed,dankoretz
[87] hgse,edtechne
[72] ml_mcn,vmcc_scienceed
[25] edtechne,congratulations
[18] edtechne,thanks
[18] well,done
[17] congratulations,michael
[12] congratulations,dr
[8] edtechne,congrats

Top Word Pairs in Tweet in G2:
[2] scienceirel,irishenergyguy
[2] dr,rory
[2] nui,galway
[2] adult,numeracy

Top Word Pairs in Tweet in G3:
[17] scientific,thinking
[17] thinking,essential
[17] essential,students
[17] students,those
[17] those,pursuing
[17] pursuing,science
[17] science,careers
[17] careers,report
[17] report,recommends
[17] recommends,actions

Top Word Pairs in Tweet in G4:
[25] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth
[25] #blackhistorymonth,'scientist
[25] 'scientist,week'
[15] looking,forward
[15] forward,extending
[15] week',starting
[14] intoshms,looking
[10] week',week

Top Word Pairs in Tweet in G5:
[6] #scienceed,#scichat
[6] #scichat,#science
[6] #science,#physics
[6] #physics,#scienceteacher
[6] #scienceteacher,#technology
[5] noblest,question
[5] question,world
[5] world,good
[5] good,#apps
[5] #apps,#edapps

Top Word Pairs in Tweet in G6:
[9] announcing,special
[9] special,issue
[9] issue,science
[9] science,teacher
[9] teacher,infectious
[9] infectious,disease
[9] disease,education
[9] education,please
[9] please,help
[9] help,others

Top Word Pairs in Tweet in G7:
[7] differentiate,twins
[7] twins,science
[7] science,education
[7] education,science
[7] science,communication
[7] communication,lend
[7] lend,voice
[7] voice,complete
[7] complete,sentences
[7] sentences,help

Top Word Pairs in Tweet in G8:
[15] videos,thrown
[15] thrown,homeschool
[13] homeschool,science
[12] science,students
[11] outdoors,hands
[11] hands,videos
[10] science,always
[9] #stem,#scienceed
[8] students,dyslexia
[8] dyslexia,#dyslexia

Top Word Pairs in Tweet in G10:
[11] science,education
[10] please,chicostate
[10] chicostate,hiring
[10] hiring,assistant
[10] assistant,professor
[10] professor,environmental
[10] environmental,science
[10] education,geological
[10] geological,science
[9] sandrinematias1,please

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@edtechne
@vmcc_scienceed
@tedxgalway
@enlight_eu
@jtgalway
@msmacdonnacha
@mahoneyaoife
@president_mic
@donenda

Top Replied-To in G1:
@ml_mcn
@edtechne
@jtgalway
@thegalwegian
@vmcc_scienceed
@artnaughton
@_conorgalvin
@hannaghmc
@johnmeegan1
@anthonykilcoyne

Top Replied-To in G2:
@ml_mcn
@tedxgalway

Top Replied-To in G4:
@intoshms

Top Replied-To in G9:
@enlight_eu

Top Mentioned
Top Mentioned in Entire Graph:
@edtechne
@vmcc_scienceed
@dankoretz
@hgse
@intoshms
@stemteachtools
@ml_mcn
@nuigalway
@researchatnuig
@thenasem

Top Mentioned in G1:
@edtechne
@vmcc_scienceed
@dankoretz
@hgse
@ml_mcn
@researchatnuig
@corneliathinks
@nuigalway
@ecer_eera
@ultrajessamyn

Top Mentioned in G2:
@nuigalway
@scienceirel
@edtechne
@ul
@researchatnuig
@sspcentre
@irishresearch
@vmcc_scienceed
@irishenergyguy
@dissiprojecteu

Top Mentioned in G3:
@stemteachtools
@thenasem
@kheydrick
@dlcoachsandy
@openscied

Top Mentioned in G4:
@intoshms
@twinklbeyond
@chatbiology
@diverseed2020
@ybtn_uk
@bameednetwork
@missfolorunsho
@roysocchem
@thisschoolcan17
@oupsecondary

Top Mentioned in G6:
@uconnneag
@colbytofelgrehl
@nsta
@cuboulder
@dtcampbe
@sbottasullivan
@ngss_tweeps
@ngsschat
@secoonline

Top Mentioned in G7:
@parvathijr2
@braintasticsci
@ginnysmithsci
@elsi_origins
@neuroamanda
@onetrueslava
@iyoumek
@costep_pr
@utokyo_news_en

Top Mentioned in G8:
@grahamyvonna
@charlesbridge
@schaubwrites
@twinklbeyond
@helenhaine
@cinehead
@natgeoeducation
@thisissethsblog
@lisapjackson
@seccardona

Top Mentioned in G9:
@enlightstudent1
@univbordeaux_en
@nuigalway
@univgroningen
@uppsalauni
@unitartu
@upvehu
@comeniusuni
@unigoettingen
@ugent

Top Mentioned in G10:
@chicostate
@sandrinematias1

Top Tweeters
Top Tweeters in Entire Graph:
@the404code
@thethegrinch7
@jane__eden
@positiveimagep
@teach_n_travel
@peebsy0
@lennyllm
@b0tsci
@ecology_tweets
@eintsein1980

Top Tweeters in G1:
@tg4tv
@pamelaaobrien
@magsamond
@_conorgalvin
@primedteacher
@donenda
@bpsnuigalway
@stanford
@gm
@katzb21

Top Tweeters in G2:
@nuigsu
@ucc
@dcu
@tcddublin
@ucddublin
@britishcouncil
@maynoothuni
@scienceirel
@solasfet
@nuigalway

Top Tweeters in G3:
@lennyllm
@eintsein1980
@beartrust
@xeno_lith
@mguhlin
@jenniferagates
@krsciencelady
@praxismedhat
@thenasem
@dlcoachsandy

Top Tweeters in G4:
@the404code
@thethegrinch7
@positiveimagep
@ecology_tweets
@sdgsbot
@roysocmed
@shaakbhaji
@roysocchem
@miss_khan868
@iramtahir12

Top Tweeters in G5:
@idarknight
@jgates513
@ms_hansen
@bradleymkremer
@rellatink
@autumncmarshall
@sihalpin
@mrsa_sci
@amandalatasha
@wcgtc

Top Tweeters in G6:
@markwarschauer
@nsta
@cuboulder
@dtcampbe
@ngss_tweeps
@brownellcassie
@achosinfo
@ngsschat
@uconnneag
@aeolani

Top Tweeters in G7:
@b0tsci
@scicommbot
@openscitalk
@indiascipol
@jayaisales
@emmayhnell
@janeebsmith
@ginnysmithsci
@utokyo_news_en
@tokyotech_en

Top Tweeters in G8:
@stem_ai
@robandart
@cinehead
@grahamyvonna
@kree_free
@charlesbridge
@juliet_revell
@natgeoeducation
@anjuliahooja
@thisissethsblog

Top Tweeters in G9:
@univgroningen
@upvehu
@ugent
@unitartu
@uppsalauni
@eric_mazur
@unigoettingen
@comeniusuni
@univbordeaux_en
@enlight_eu

Top Tweeters in G10:
@bzgeo
@workacademic
@chicostate
@futurepi_slack
@rsfirenerd
@nikos_janos
@raphswall
@nunogracinhas
@sandrinematias1
@petrologu