scienceed, Twitter, 12/18/2021 1:46:43 AM, 268530


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scienceed_2021-12-17_17-42-00.xlsx
scienceed_2021-12-17_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 18, 2021
Short Description:
scienceed via NodeXL https://bit.ly/32cZZ5M
@vmcc_scienceed
@intoshms
@this0499154500
@twinklbeyond
@stem_ai
@edtechne
@nsta
@colbytofelgrehl
@ml_mcn
@cinehead

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

Description:
Description
The graph represents a network of 553 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, 18 December 2021 at 01:42 UTC.

The requested start date was Saturday, 18 December 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 76-day, 8-hour, 42-minute period from Friday, 01 October 2021 at 14:29 UTC to Thursday, 16 December 2021 at 23:11 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 : 553
Unique Edges : 783
Edges With Duplicates : 749
Total Edges : 1532
Number of Edge Types : 5
Retweet : 243
MentionsInRetweet : 333
Mentions : 721
Replies to : 115
Tweet : 120
Self-Loops : 125
Reciprocated Vertex Pair Ratio : 0.0620915032679739
Reciprocated Edge Ratio : 0.116923076923077
Connected Components : 88
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 292
Maximum Edges in a Connected Component : 1089
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.87926
Graph Density : 0.00319404041198207
Modularity : 0.463585
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 553 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, 18 December 2021 at 01:42 UTC.

The requested start date was Saturday, 18 December 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 76-day, 8-hour, 42-minute period from Friday, 01 October 2021 at 14:29 UTC to Thursday, 16 December 2021 at 23:11 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] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[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.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[4] https://www.braintasticscience.com/post/how-to-start-a-science-club
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[3] http://oceansofdata.org/projects/real-world-real-science-using-nasa-data-explore-weather-and-climate
[3] https://education.uconn.edu/doctoral/
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/

Top URLs in Tweet in G1:
[1] https://twitter.com/fordofthekings/status/1471140923019042820
[1] https://twitter.com/SeanCrosson/status/1458146891762438155
[1] https://twitter.com/Editor_IES/status/1416314293432295431
[1] https://twitter.com/S_Mc_G/status/1463094931782836224
[1] http://www.science-and-you.com/en/science-you-2021
[1] https://twitter.com/pdstie/status/1463085022974521345
[1] https://reellifescience.com/

Top URLs in Tweet in G2:
[2] https://drive.google.com/file/d/1G4i0GBPqZvSdgmfJ7PS0d5MzHSQ-y3ei/view?usp=sharing
[2] https://enlight-eu.org/index.php/university-about-us/news-events/479-tl21enlight-is-fully-booked-join-our-live-stream-on-18-november
[2] https://www.viewbug.com/photo/2780932
[1] https://twitter.com/drsaragartland/status/1456202868592189444
[1] https://twitter.com/ml_mcn/status/1458837571967016963
[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://imta.ie/teacher-cpd-videos/
[1] https://twitter.com/liveit_proj/status/1468878014180167683

Top URLs in Tweet in G3:
[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/IntoshMs/status/1444615430522478597
[1] https://twitter.com/isaacmoore7/status/1453339717458616326
[1] https://www.twinkl.co.uk/blog/more-black-teachers-needed-in-stem

Top URLs in Tweet in G4:
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[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
[1] https://twitter.com/bureauofed/status/1447947316938227718
[1] https://ila.onlinelibrary.wiley.com/doi/full/10.1002/trtr.1998
[1] https://www.cbc.ca/radio/sunday/the-sunday-magazine-for-october-17-2021-1.6212978/misconceptions-about-science-fuel-pandemic-debates-and-controversies-says-neil-degrasse-tyson-1.6211345?__vfz=medium%3Dsharebar
[1] https://link.springer.com/epdf/10.1186/s40561-021-00169-4?sharing_token=9990MbsHdpt869-xxR-Pcm_BpE1tBhCbnbw3BuzI2RPHOmfzg6lCNLUaDONYSy8M9E5wPlDhd9_3_FosqWJcqM5VSitTwsHwu3iKny4abSC6TLPtzL41Ak7Y_o8feNa-47E7rTpU-XQZlwnQ03yCA2CYsM7Ojq-7tF7cK3l5DTQ%3D
[1] https://www.openscied.org/instructional-materials/7-5-ecosystem-dynamics/
[1] https://www.climateinteractive.org/tools/en-roads/

Top URLs in Tweet in G5:
[6] http://stemteachingtools.org/pd/playlist-principals
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=74131f87-8c79-41ff-8de5-6ad8c9d4eb55&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=defd9041-8659-4264-b9e4-b824615f8df1&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=1b49c3a5-b225-4943-94c8-44518eba5c0f&utm_campaign=hootsuite
[1] https://twitter.com/theNASEM/status/1414994327080669195

Top URLs in Tweet in G6:
[8] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[1] https://twitter.com/NGSSchat/status/1471582997333917697
[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/
[1] https://twitter.com/JenWilliamsEdu/status/1455205000628559874
[1] http://www.nsta.org/ostb22

Top URLs in Tweet in G7:
[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

Top URLs in Tweet in G8:
[3] https://education.uconn.edu/doctoral/

Top URLs in Tweet in G9:
[1] https://my.nsta.org/event/book-beat-live-uncovering-student-ideas-with-formative-assessment-probes-decemb

Top URLs in Tweet in G10:
[1] https://imta.ie/teacher-cpd-videos/

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

Top Domains in Tweet in G1:
[5] twitter.com
[1] science-and-you.com
[1] reellifescience.com

Top Domains in Tweet in G2:
[9] twitter.com
[3] google.com
[2] enlight-eu.org
[2] viewbug.com
[2] nuigalway.ie
[1] ecoed4all.com
[1] dropbox.com
[1] imta.ie
[1] bit.ly
[1] youtube.com

Top Domains in Tweet in G3:
[5] co.uk
[4] bbc.com
[4] twitter.com

Top Domains in Tweet in G4:
[5] donorschoose.org
[3] twitter.com
[1] nmsu.edu
[1] ber.org
[1] wiley.com
[1] cbc.ca
[1] springer.com
[1] openscied.org
[1] climateinteractive.org
[1] frontiersin.org

Top Domains in Tweet in G5:
[6] stemteachingtools.org
[4] nap.edu
[1] twitter.com

Top Domains in Tweet in G6:
[8] dyslexiakit.net
[6] twitter.com
[1] seths.blog
[1] nsta.org

Top Domains in Tweet in G7:
[2] corehr.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G8:
[3] uconn.edu

Top Domains in Tweet in G9:
[1] nsta.org

Top Domains in Tweet in G10:
[1] imta.ie

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[193] scienceed
[45] stem
[35] science
[31] blackhistorymonth
[17] scichat
[16] scienceteacher
[15] ngss
[12] edchat
[9] education
[8] agu21



Top Hashtags in Tweet in G1:
[1] lcnc
[1] educationresearch
[1] edchatie
[1] teacherresearch
[1] designingfutures
[1] jobfairy
[1] science
[1] selfefficay
[1] scienceandyou

Top Hashtags in Tweet in G2:
[3] science
[2] marchformaternity
[2] bettermaternitycare
[2] youreupnext
[2] tl21enlight
[2] tedxgalway
[2] maighcuilinnabú
[2] photography
[1] lcnc
[1] designingfutures

Top Hashtags in Tweet in G3:
[30] blackhistorymonth
[24] scienceed
[5] ect
[5] pgce
[5] stem
[4] cogscisci
[4] sdgs
[4] biodiversity
[3] teachingandlearning
[1] hisdarkmaterials

Top Hashtags in Tweet in G4:
[39] scienceed
[13] science
[9] scienceteacher
[9] scichat
[6] stem
[6] physics
[6] technology
[5] edchat
[5] apps
[5] edapps

Top Hashtags in Tweet in G5:
[18] scienceed
[11] ngss
[6] principals
[4] education
[4] leveluprebelup
[3] stem
[3] teacher
[3] openscied
[3] scienceteacher
[3] prideandexcellence

Top Hashtags in Tweet in G6:
[27] scienceed
[21] stem
[8] dyslexia
[8] homeschool
[8] homeed
[8] family
[8] neurodiversity
[5] nationalstemday
[5] pb
[5] kidlit

Top Hashtags in Tweet in G7:
[2] science
[2] scienceed
[1] diversity
[1] epe
[1] communityengagement
[1] engagedresearch
[1] scicomm
[1] stem
[1] blackhistorymonth
[1] ngss

Top Hashtags in Tweet in G8:
[4] scienceed
[3] schoolpsych
[3] highered
[3] racialjustice
[3] beaneagphd
[1] teachers
[1] science

Top Hashtags in Tweet in G9:
[1] nsta
[1] scienceed
[1] ngss

Top Hashtags in Tweet in G10:
[1] mathsfest21

Top Words
Top Words in Tweet in Entire Graph:
[193] #scienceed
[173] science
[123] edtechne
[113] vmcc_scienceed
[99] dankoretz
[99] hgse
[92] ml_mcn
[89] students
[51] more
[45] #stem

Top Words in Tweet in G1:
[104] edtechne
[103] vmcc_scienceed
[96] dankoretz
[96] hgse
[85] ml_mcn
[40] congratulations
[32] dr
[28] michael
[27] thanks
[23] achievement

Top Words in Tweet in G2:
[17] nuigalway
[16] edtechne
[14] galway
[12] dr
[12] great
[9] teachers
[9] work
[8] ul
[8] thanks
[8] vmcc_scienceed

Top Words in Tweet in G3:
[30] intoshms
[30] #blackhistorymonth
[25] extending
[25] beyond
[25] curriculum
[25] 'scientist
[25] week'
[24] #scienceed
[17] starting
[15] looking

Top Words in Tweet in G4:
[39] #scienceed
[13] #science
[12] science
[9] #scienceteacher
[9] #scichat
[7] good
[6] #stem
[6] students
[6] #physics
[6] #technology

Top Words in Tweet in G5:
[35] science
[21] scientific
[21] thinking
[21] essential
[21] students
[21] those
[21] pursuing
[21] careers
[21] report
[21] recommends

Top Words in Tweet in G6:
[35] science
[27] #scienceed
[21] #stem
[16] students
[14] exciting
[14] hands
[14] outdoors
[14] videos
[14] thrown
[14] homeschool

Top Words in Tweet in G7:
[3] sspcentre
[2] great
[2] #science
[2] dissiprojecteu
[2] roles
[2] scientists
[2] #scienceed
[2] curamdevices

Top Words in Tweet in G8:
[16] education
[12] uconnneag
[10] please
[9] announcing
[9] special
[9] issue
[9] science
[9] teacher
[9] infectious
[9] disease

Top Words in Tweet in G9:
[13] free
[13] nsta
[13] web
[13] seminar
[13] fa
[13] probes
[13] uncover
[13] preconceptions
[13] experiences
[13] students

Top Words in Tweet in G10:
[2] cpd

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] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth
[25] #blackhistorymonth,'scientist
[25] 'scientist,week'
[25] edtechne,congratulations

Top Word Pairs in Tweet in G1:
[96] 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
[10] congratulations,dr
[8] edtechne,congrats

Top Word Pairs in Tweet in G2:
[4] dr,rory
[3] school,curriculum
[3] recommendations,scientist
[3] scientist,facilitators
[3] nui,galway
[3] free,resources
[3] galway,great
[3] scienceirel,irishenergyguy
[2] supporting,campaign
[2] campaign,practical

Top Word Pairs in Tweet in G3:
[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 G4:
[7] #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 G5:
[21] scientific,thinking
[21] thinking,essential
[21] essential,students
[21] students,those
[21] those,pursuing
[21] pursuing,science
[21] science,careers
[21] careers,report
[21] report,recommends
[21] recommends,actions

Top Word Pairs in Tweet in G6:
[14] videos,thrown
[14] thrown,homeschool
[11] homeschool,science
[11] science,students
[8] hands,outdoors
[8] outdoors,both
[8] both,videos
[8] students,dyslexia
[8] dyslexia,#dyslexia
[8] #dyslexia,#stem

Top Word Pairs in Tweet in G8:
[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 G9:
[13] free,nsta
[13] nsta,web
[13] web,seminar
[13] seminar,fa
[13] fa,probes
[13] probes,uncover
[13] uncover,preconceptions
[13] preconceptions,experiences
[13] experiences,students
[13] students,bring

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@edtechne
@vmcc_scienceed
@eoinneylon
@intoshms
@tedxgalway
@enlight_eu
@physicsnuig
@startschools
@jtgalway

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

Top Replied-To in G2:
@vmcc_scienceed
@eoinneylon
@jtgalway
@ml_mcn
@tedxgalway
@enlight_eu
@physicsnuig
@startschools

Top Replied-To in G3:
@intoshms

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

Top Mentioned in G1:
@vmcc_scienceed
@edtechne
@dankoretz
@hgse
@ml_mcn
@researchatnuig
@corneliathinks
@vmcc_
@esai_irl
@editor_ies

Top Mentioned in G2:
@nuigalway
@edtechne
@coppernuigalway
@vmcc_scienceed
@ultrajessamyn
@ml_mcn
@irishsciteach
@zhangchaosheng
@speediecelt
@lizcoleman9

Top Mentioned in G3:
@intoshms
@twinklbeyond
@chatbiology
@diverseed2020
@ybtn_uk
@bameednetwork
@missfolorunsho
@roysocchem
@thisschoolcan17
@chatchemistry

Top Mentioned in G4:

Top Mentioned in G5:
@thenasem
@whittlescience
@openscied
@stemteachtools

Top Mentioned in G6:
@grahamyvonna
@charlesbridge
@schaubwrites
@cinehead
@sara_d_nelson
@nselascience
@nsta
@twinklbeyond
@willcottjulie
@jdeinhammer

Top Mentioned in G7:
@sspcentre
@dissiprojecteu
@curamdevices
@scienceirel
@esera_org
@emerge_ul
@estaprojecteu
@chemicalsciul
@mlal_ul
@kaiimenai

Top Mentioned in G8:
@uconnneag
@colbytofelgrehl
@dtcampbe
@nsta

Top Mentioned in G9:
@ctskeeley

Top Mentioned in G10:
@projectmaths_ie
@jctmaths
@rafamoral
@aibhnbray
@imtabrendan
@pdst_lca
@citmaths
@majelladempsey
@epistem_ul

Top Tweeters
Top Tweeters in Entire Graph:
@irishtimes
@the404code
@thethegrinch7
@jane__eden
@positiveimagep
@teach_n_travel
@peebsy0
@lennyllm
@educationweek
@andrefarfan10

Top Tweeters in G1:
@pamelaaobrien
@microsoftedu
@magsamond
@_conorgalvin
@donenda
@primedteacher
@bpsnuigalway
@stanford
@katzb21
@denistreacy

Top Tweeters in G2:
@irishtimes
@tg4tv
@hotpress
@nuigsu
@eoinneylon
@univgroningen
@rachelmewes1982
@gm
@scienceirel
@nuigalway

Top Tweeters in G3:
@the404code
@thethegrinch7
@positiveimagep
@ecology_tweets
@sdgsbot
@roysocmed
@shaakbhaji
@roysocchem
@miss_khan868
@iramtahir12

Top Tweeters in G4:
@lovekarenx
@idarknight
@jgates513
@tadousay
@jgvanides
@techsavvysci
@bradleymkremer
@rellatink
@autumncmarshall
@ayjaylauer

Top Tweeters in G5:
@lennyllm
@beartrust
@xeno_lith
@mjyank13
@krsciencelady
@lilylopears
@thenasem
@baconred
@sciencecook
@drjuangilbert

Top Tweeters in G6:
@andrefarfan10
@stem_ai
@robandart
@nsta
@llacrosse
@cinehead
@grahamyvonna
@kree_free
@charlesbridge
@rickettsdeirdre

Top Tweeters in G7:
@britishcouncil
@marineinst
@gmitofficial
@iebritish
@sspcentre
@insight_centre
@famelab_ireland
@this0499154500
@sorchaniaodh
@chemicalsciul

Top Tweeters in G8:
@markwarschauer
@dtcampbe
@brownellcassie
@uconnneag
@aeolani
@jennieweiner
@colbytofelgrehl
@jweeble
@dffeldon
@allisonlombardi

Top Tweeters in G9:
@imsouthern
@sciencecat222
@lex1science
@peggyashbrook
@aimeehollander
@sephalithakkar
@mrsenright
@ctskeeley
@mpollarded
@mcs_k12science

Top Tweeters in G10:
@eustace_stephen
@majelladempsey
@imtabrendan
@projectmaths_ie
@imtanational
@aibhnbray
@jctmaths
@epistem_ul
@pdst_lca
@citmaths


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