scienceed, Twitter, 12/25/2021 1:46:33 AM, 268981


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scienceed_2021-12-24_17-42-00.xlsx
scienceed_2021-12-24_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 25, 2021
Short Description:
scienceed via NodeXL https://bit.ly/32pNhAP
@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 572 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, 25 December 2021 at 01:42 UTC.

The requested start date was Saturday, 25 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 82-day, 20-hour, 56-minute period from Friday, 01 October 2021 at 14:29 UTC to Thursday, 23 December 2021 at 11:26 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 : 572
Unique Edges : 794
Edges With Duplicates : 788
Total Edges : 1582
Number of Edge Types : 5
Retweet : 260
MentionsInRetweet : 356
Mentions : 724
Tweet : 127
Replies to : 115
Self-Loops : 132
Reciprocated Vertex Pair Ratio : 0.0628997867803838
Reciprocated Edge Ratio : 0.118355065195587
Connected Components : 92
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 293
Maximum Edges in a Connected Component : 1099
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.871246
Graph Density : 0.00305255165150086
Modularity : 0.466426
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 572 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, 25 December 2021 at 01:42 UTC.

The requested start date was Saturday, 25 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 82-day, 20-hour, 56-minute period from Friday, 01 October 2021 at 14:29 UTC to Thursday, 23 December 2021 at 11:26 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:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[8] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[6] http://stemteachingtools.org/pd/playlist-principals
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] https://www.viewbug.com/photo/2780932
[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] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[3] http://oceansofdata.org/projects/real-world-real-science-using-nasa-data-explore-weather-and-climate

Top URLs in Tweet in G1:
[4] https://www.viewbug.com/photo/2780932
[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
[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 G2:
[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 G3:
[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 G4:
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[2] https://twitter.com/IntoshMs/status/1447164966839197698
[1] https://www.twinkl.co.uk/blog/more-black-teachers-needed-in-stem
[1] https://twitter.com/IntoshMs/status/1444615430522478597
[1] https://twitter.com/isaacmoore7/status/1453339717458616326

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:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[1] http://www.nsta.org/ostb22
[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

Top URLs in Tweet in G7:
[3] https://education.uconn.edu/doctoral/

Top URLs in Tweet in G8:
[1] https://my.nsta.org/event/book-beat-live-uncovering-student-ideas-with-formative-assessment-probes-decemb

Top URLs in Tweet in G10:
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[1] http://ow.ly/e7TL50FINxz?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=3b707261-9f07-476d-a611-b5479c40ae44&utm_campaign=hootsuite
[1] https://www.ngsnavigators.com/

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

Top Domains in Tweet in G1:
[9] twitter.com
[4] viewbug.com
[3] google.com
[2] enlight-eu.org
[2] corehr.com
[2] nuigalway.ie
[1] ecoed4all.com
[1] dropbox.com
[1] imta.ie
[1] bit.ly

Top Domains in Tweet in G2:
[5] twitter.com
[1] science-and-you.com
[1] reellifescience.com

Top Domains in Tweet in G3:
[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 G4:
[5] co.uk
[4] twitter.com
[4] bbc.com

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

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

Top Domains in Tweet in G7:
[3] uconn.edu

Top Domains in Tweet in G8:
[1] nsta.org

Top Domains in Tweet in G10:
[3] tcea.org
[1] ow.ly
[1] ngsnavigators.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[200] scienceed
[48] stem
[35] science
[31] blackhistorymonth
[17] scichat
[16] scienceteacher
[15] ngss
[12] edchat
[10] education
[9] dyslexia



Top Hashtags in Tweet in G1:
[5] science
[4] photography
[3] stem
[2] marchformaternity
[2] bettermaternitycare
[2] youreupnext
[2] tl21enlight
[2] diversity
[2] tedxgalway
[2] maighcuilinnabú

Top Hashtags in Tweet in G2:
[1] lcnc
[1] educationresearch
[1] edchatie
[1] teacherresearch
[1] designingfutures
[1] jobfairy
[1] science
[1] selfefficay
[1] scienceandyou

Top Hashtags in Tweet in G3:
[42] scienceed
[13] science
[9] scienceteacher
[9] scichat
[6] stem
[6] physics
[6] technology
[5] edchat
[5] apps
[5] edapps

Top Hashtags in Tweet in G4:
[30] blackhistorymonth
[24] scienceed
[5] stem
[5] ect
[5] pgce
[4] cogscisci
[4] sdgs
[4] biodiversity
[3] teachingandlearning
[1] diversity

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:
[28] scienceed
[22] stem
[9] dyslexia
[9] homeschool
[9] homeed
[9] family
[9] neurodiversity
[5] nationalstemday
[5] pb
[5] kidlit

Top Hashtags in Tweet in G7:
[4] scienceed
[3] schoolpsych
[3] highered
[3] racialjustice
[3] beaneagphd
[1] teachers
[1] science

Top Hashtags in Tweet in G8:
[1] nsta
[1] scienceed
[1] ngss

Top Hashtags in Tweet in G10:
[5] scienceed
[4] scied
[3] science
[3] chemistry
[1] teachingscience
[1] ngss

Top Words
Top Words in Tweet in Entire Graph:
[200] #scienceed
[186] science
[123] edtechne
[113] vmcc_scienceed
[101] students
[99] dankoretz
[99] hgse
[92] ml_mcn
[53] more
[48] #stem

Top Words in Tweet in G1:
[18] nuigalway
[17] edtechne
[14] galway
[14] great
[12] dr
[10] work
[9] teachers
[9] thanks
[9] vmcc_scienceed
[8] ul

Top Words in Tweet in G2:
[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 G3:
[42] #scienceed
[15] science
[13] #science
[9] #scienceteacher
[9] #scichat
[7] good
[6] #stem
[6] students
[6] #physics
[6] #technology

Top Words in Tweet in G4:
[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 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:
[38] science
[28] #scienceed
[22] #stem
[17] students
[16] exciting
[16] hands
[16] outdoors
[16] videos
[16] thrown
[16] homeschool

Top Words in Tweet in G7:
[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 G8:
[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:
[16] scientific
[8] thinking
[8] essential
[8] people
[8] navigating
[8] world
[8] students
[8] pursuing
[7] nasem_dbasse
[5] #scienceed

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
[29] scientific,thinking
[29] thinking,essential
[25] edtechne,congratulations
[25] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth

Top Word Pairs in Tweet in G1:
[4] received,peer
[4] peer,recognition
[4] recognition,viewbug
[4] viewbug,#photography
[4] dr,rory
[3] school,curriculum
[3] recommendations,scientist
[3] scientist,facilitators
[3] nui,galway
[3] free,resources

Top Word Pairs in Tweet in G2:
[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 G3:
[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 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:
[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:
[16] videos,thrown
[16] thrown,homeschool
[12] homeschool,science
[12] science,students
[10] hands,outdoors
[10] outdoors,both
[10] both,videos
[9] students,dyslexia
[9] dyslexia,#dyslexia
[9] #dyslexia,#stem

Top Word Pairs in Tweet in G7:
[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 G8:
[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 Word Pairs in Tweet in G10:
[8] scientific,thinking
[8] thinking,essential
[8] essential,people
[8] people,navigating
[8] navigating,world
[8] world,students
[8] students,pursuing
[8] pursuing,scientific
[7] nasem_dbasse,scientific
[3] five,interactive

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

Top Replied-To in G1:
@vmcc_scienceed
@eoinneylon
@jtgalway
@ml_mcn
@tedxgalway
@enlight_eu
@physicsnuig
@startschools

Top Replied-To in G2:
@ml_mcn
@edtechne
@msmacdonnacha
@thegalwegian
@vmcc_scienceed
@artnaughton
@_conorgalvin
@hannaghmc
@johnmeegan1
@anthonykilcoyne

Top Replied-To in G4:
@intoshms

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

Top Mentioned in G1:
@nuigalway
@edtechne
@vmcc_scienceed
@ml_mcn
@coppernuigalway
@scienceirel
@viewbug
@ultrajessamyn
@irishsciteach
@zhangchaosheng

Top Mentioned in G2:
@vmcc_scienceed
@edtechne
@dankoretz
@hgse
@ml_mcn
@researchatnuig
@corneliathinks
@vmcc_
@esai_irl
@editor_ies

Top Mentioned in G3:

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

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

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

Top Mentioned in G7:
@uconnneag
@colbytofelgrehl
@dtcampbe
@nsta

Top Mentioned in G8:
@ctskeeley

Top Mentioned in G9:
@kaiimenai
@famelab_ireland
@gmit_research
@gmitofficial
@researchatnuig
@curamdevices
@lero_nuigalway
@met_gateway
@marineinst
@insight_centre

Top Mentioned in G10:
@nasem_dbasse
@dlcoachsandy
@ngsnavigators

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

Top Tweeters in G1:
@irishtimes
@tg4tv
@hotpress
@nuigsu
@eoinneylon
@univgroningen
@rachelmewes1982
@gm
@scienceirel
@nuigalway

Top Tweeters in G2:
@pamelaaobrien
@microsoftedu
@magsamond
@_conorgalvin
@donenda
@primedteacher
@bpsnuigalway
@stanford
@katzb21
@denistreacy

Top Tweeters in G3:
@lovekarenx
@idarknight
@science_academy
@jgates513
@botanyrules
@tadousay
@jgvanides
@techsavvysci
@bradleymkremer
@rellatink

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

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

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

Top Tweeters in G7:
@markwarschauer
@dtcampbe
@brownellcassie
@uconnneag
@aeolani
@jennieweiner
@colbytofelgrehl
@jweeble
@dffeldon
@allisonlombardi

Top Tweeters in G8:
@imsouthern
@sciencecat222
@lex1science
@peggyashbrook
@aimeehollander
@sephalithakkar
@mrsenright
@ctskeeley
@mpollarded
@mcs_k12science

Top Tweeters in G9:
@britishcouncil
@marineinst
@gmitofficial
@iebritish
@insight_centre
@famelab_ireland
@gmit_research
@lero_nuigalway
@famelab_galway
@met_gateway

Top Tweeters in G10:
@mguhlin
@praxismedhat
@dlcoachsandy
@jillfnugent
@frizzlerichard
@ngsnavigators
@avstrauss
@nasem_dbasse
@tannerhuffman
@haschweingruber


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