scienceed, Twitter, 7/2/2022 1:22:15 AM, 278888


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scienceed_2022-07-01_18-14-24.xlsx
scienceed_2022-07-01_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 02, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3Pfce55
@vmcc_scienceed
@nigms
@andrewsinst_tcu
@nimhgov
@this0499154500
@nassimretiere
@thejr
@letterspresci
@nsta
@garciascihawk

Top hashtags:
#scienceed
#stem
#ngss
#stemed
#science
#exp390
#phylogeny
#easterbunnies
#education

Description:
Description
The graph represents a network of 1,201 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, 02 July 2022 at 01:16 UTC.

The requested start date was Saturday, 02 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 121-day, 22-hour, 28-minute period from Tuesday, 01 March 2022 at 00:59 UTC to Thursday, 30 June 2022 at 23:27 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 : 1201
Unique Edges : 1065
Edges With Duplicates : 2404
Total Edges : 3469
Number of Edge Types : 5
Retweet : 880
MentionsInRetweet : 1218
Mentions : 949
Replies to : 146
Tweet : 276
Self-Loops : 286
Reciprocated Vertex Pair Ratio : 0.0699342498505678
Reciprocated Edge Ratio : 0.13072625698324
Connected Components : 126
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 775
Maximum Edges in a Connected Component : 2766
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.317942
Graph Density : 0.00124202053844019
Modularity : 0.446104
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,201 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, 02 July 2022 at 01:16 UTC.

The requested start date was Saturday, 02 July 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 121-day, 22-hour, 28-minute period from Tuesday, 01 March 2022 at 00:59 UTC to Thursday, 30 June 2022 at 23:27 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://science.education.nih.gov
[5] https://edtechteacher.org/summer
[5] https://openschoolingnavigator.eu/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://gifted-studies.com/life-lessons-in-the-lab/
[4] -
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[4] https://sharemylesson.com/webinars/climate-emergency
[3] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861

Top URLs in Tweet in G1:
[3] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861
[2] https://www.atee2022.it/
[2] http://www.nuigalway.ie/about-us/news-and-events/news-archive/2022/may/cell-explorers-marks-the-outstanding-achievement-of-their-ten-year-anniversary-1.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.irishtimes.com/news/social-affairs/travellers-celebrate-as-30-year-campaign-for-recognition-ends-1.2994386
[2] https://twitter.com/vmcc_scienceed/status/1527555789501698049
[2] https://www.viewbug.com/photo/2704009
[2] https://twitter.com/MearaNiamh/status/1506377770200453135
[1] https://twitter.com/jimlenaghan/status/1510943868199522304
[1] https://twitter.com/thegalwegian/status/1511457433151016961
[1] https://twitter.com/thegalwegian/status/1521889433485725697

Top URLs in Tweet in G2:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[3] https://www.braintasticscience.com/schools
[3] https://www.braintasticscience.com/free-science-resources
[3] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[1] https://stemteachingtools.org/brief/30
[1] https://stemteachingtools.org/brief/14
[1] https://stemteachingtools.org/brief/15

Top URLs in Tweet in G3:
[6] https://science.education.nih.gov
[1] https://go.usa.gov:443/xdDph
[1] http://www.scholastic.com/pathways
[1] https://science.education.nih.gov/#healthy-living

Top URLs in Tweet in G4:
[1] https://twitter.com/deptoffhed/status/1531952955141791744
[1] https://twitter.com/newschambers/status/1504205293403750409
[1] https://twitter.com/turnipandduck/status/1509194403516145665
[1] https://twitter.com/dschindlerecon/status/1531166591009935363
[1] https://twitter.com/cellexplorers/status/1527547965874884609
[1] https://twitter.com/cellexplorers/status/1537751418404216833
[1] https://twitter.com/castel_dcu/status/1531596369223372802
[1] https://pubs.acs.org/toc/jceda8/99/3
[1] https://twitter.com/SCBWIEasternNY/status/1529975471936614400
[1] https://joidesresolution.org/about-the-jr/live-video-events-with-the-joides-resolution/

Top URLs in Tweet in G5:
[3] https://prescientist.org/for-teachers/
[1] http://kemeteducation.com/

Top URLs in Tweet in G6:
[3] https://www.odu.edu/news/2022/3/narst
[1] http://researchandpractice.org/toolkit/
[1] https://twitter.com/garciascihawk/status/1515379122528153606
[1] https://twitter.com/chrisemdin/status/1526726391999381505
[1] https://diversity.ucdavis.edu/news/alexis-patterson-williams-receives-place-post-tenure-award
[1] https://link.springer.com/10.1007/s11422-022-10105-8

Top URLs in Tweet in G7:
[2] https://science.education.nih.gov
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=6cf8d4b0-d210-400f-a060-1108fc19a45f&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=7da46cc3-148f-4c59-abd7-f36c10278e2a&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=e266d9f8-ef1d-4612-a2a3-8c5998159d11&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=c646ab94-8a9d-49e6-ae9f-0c1404c21bc3&utm_campaign=hootsuite
[1] http://ow.ly/Rpuy50Hl236?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=97f6734c-936b-4d4d-a63e-d88cb4925ecd&utm_campaign=hootsuite

Top URLs in Tweet in G9:
[2] https://hunterswoodsph.com/montessori-leaf-shapes-worksheets/
[2] https://schooldepot.co.uk/item/9781510462564/dp/
[1] https://linktr.ee/kitesintheclassroom
[1] https://twitter.com/steedie1980/status/1502231856577720321
[1] https://serpmedia.org/scigen/l7.2.html
[1] https://www.mdwfp.com/museum/learn-teach/for-teachers/
[1] https://plattebasintimelapse.com/ed/chapter/activities-food-chain-food-web/
[1] https://twitter.com/EmTumilty/status/1505659335695028224
[1] https://ies.ed.gov/director/remarks/03-23-2022.asp
[1] https://beingmakers.org/ilead-scvi-facilitator-heading-to-space-taking-stem-to-next-level/

Top URLs in Tweet in G10:
[1] https://forms.office.com/Pages/ResponsePage.aspx?id=hrHjE0bEq0qcbZq5u3aBbDWoEPFpTl9Pr_tDej0maKhUNVpJQzBBQjVZSzVTRzFPRkM4SFYwVlZQWC4u

Top Domains
Top Domains in Tweet in Entire Graph:
[112] twitter.com
[19] flinnsci.com
[17] stemteachingtools.org
[11] nodexlgraphgallery.org
[10] youtube.com
[9] nih.gov
[9] dyslexiakit.net
[8] braintasticscience.com
[6] edutopia.org
[6] nuigalway.ie

Top Domains in Tweet in G1:
[70] twitter.com
[6] nuigalway.ie
[2] atee2022.it
[2] irishtimes.com
[2] viewbug.com
[2] bit.ly
[2] eventbrite.ie
[1] doi.org
[1] libcal.com
[1] tandfonline.com

Top Domains in Tweet in G2:
[17] stemteachingtools.org
[11] nodexlgraphgallery.org
[9] dyslexiakit.net
[8] braintasticscience.com
[5] youtube.com
[5] twitter.com
[3] edweek.org
[1] google.com
[1] drwendybohon.com
[1] heemstralab.com

Top Domains in Tweet in G3:
[7] nih.gov
[1] usa.gov
[1] scholastic.com

Top Domains in Tweet in G4:
[9] twitter.com
[4] joidesresolution.org
[1] acs.org
[1] currentchemistryinvestigators.com

Top Domains in Tweet in G5:
[3] prescientist.org
[1] kemeteducation.com

Top Domains in Tweet in G6:
[3] odu.edu
[2] twitter.com
[1] researchandpractice.org
[1] ucdavis.edu
[1] springer.com

Top Domains in Tweet in G7:
[5] ow.ly
[2] nih.gov

Top Domains in Tweet in G9:
[3] twitter.com
[3] hunterswoodsph.com
[3] co.uk
[1] linktr.ee
[1] serpmedia.org
[1] mdwfp.com
[1] plattebasintimelapse.com
[1] ed.gov
[1] beingmakers.org
[1] fromcanada.org

Top Domains in Tweet in G10:
[1] office.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[455] scienceed
[220] stem
[63] ngss
[41] stemed
[39] science
[35] exp390
[35] phylogeny
[35] easterbunnies
[30] education
[26] edchat



Top Hashtags in Tweet in G1:
[8] phd
[6] pgrs2022
[6] cellexplorers
[5] fantasticdna
[5] biodiversity
[5] nuigalway
[5] believeinscience
[4] idea
[4] erasmusplus
[4] purecork

Top Hashtags in Tweet in G2:
[117] scienceed
[43] stem
[42] ngss
[21] scied
[20] mathed
[19] phearce
[19] womenshistorymonth
[17] prideandexcellence
[16] stemed
[15] ngsschat

Top Hashtags in Tweet in G3:
[95] stem
[9] scienceed
[1] stemeducation
[1] stemed
[1] nidaed

Top Hashtags in Tweet in G4:
[35] exp390
[16] scienceed
[15] exp390story
[7] sciencetwitter
[6] chemed
[6] nsffunded
[5] steam
[5] exp393
[4] scicomm
[4] rock

Top Hashtags in Tweet in G5:
[16] stempenpals
[13] teacher
[10] scienceed
[7] stem
[5] middleschool
[4] stemed
[3] stemeducation
[2] ngss
[2] stemforall
[1] followfriday

Top Hashtags in Tweet in G6:
[34] scienceed
[8] ngss
[6] ngsschat
[4] nsta
[3] edresearch
[3] narst2022
[3] narst22
[3] phdlife
[1] teacherleader
[1] cosci

Top Hashtags in Tweet in G7:
[36] stem
[7] scienceed
[5] education

Top Hashtags in Tweet in G8:
[34] phylogeny
[34] easterbunnies
[2] scienceed
[1] scicomm
[1] evolution
[1] steam
[1] crsci
[1] biology
[1] womeninstem

Top Hashtags in Tweet in G9:
[40] scienceed
[6] stem
[5] science
[3] biology
[3] pbl
[3] scienceteacher
[3] ngss
[3] scichat
[3] worksheets
[3] montessori

Top Hashtags in Tweet in G10:
[1] stem
[1] interns
[1] stint

Top Words
Top Words in Tweet in Entire Graph:
[455] #scienceed
[285] science
[250] students
[220] #stem
[179] free
[169] teaching
[166] vmcc_scienceed
[152] resources
[150] website
[145] educators

Top Words in Tweet in G1:
[142] edtechne
[130] vmcc_scienceed
[123] nuigalway
[77] congratulations
[62] thanks
[48] ml_mcn
[41] great
[36] science
[33] education
[32] today

Top Words in Tweet in G2:
[117] #scienceed
[66] science
[50] students
[44] stemteachtools
[43] #stem
[42] #ngss
[33] meet
[30] andrewsinst_tcu
[29] whittlescience
[23] this0499154500

Top Words in Tweet in G3:
[106] resources
[100] teaching
[98] website
[96] free
[95] #stem
[95] nigms
[93] educators
[93] engage
[90] use
[89] materials

Top Words in Tweet in G4:
[55] thejr
[38] south
[38] atlantic
[38] transect
[35] #exp390
[27] ocean
[24] expedition
[23] sign
[20] read
[16] outreach

Top Words in Tweet in G5:
[65] students
[63] letterspresci
[53] stem
[51] looking
[51] teachers
[46] fall
[46] re
[46] middle
[46] school
[45] still

Top Words in Tweet in G6:
[34] #scienceed
[19] science
[16] patterson
[16] williams
[15] prof
[15] alexis
[15] drapw15
[15] won
[15] start
[15] award

Top Words in Tweet in G7:
[36] #stem
[31] nigms
[31] teaching
[31] resources
[31] collection
[31] free
[31] easy
[31] access
[31] materials
[31] educators

Top Words in Tweet in G8:
[34] created
[34] several
[34] years
[34] ago
[34] explain
[34] concept
[34] #phylogeny
[34] class
[34] #easterbunnies
[34] come

Top Words in Tweet in G9:
[40] #scienceed
[13] students
[11] science
[10] work
[6] school
[6] #stem
[5] questions
[5] #science
[5] great
[5] learning

Top Words in Tweet in G10:
[16] deirdremoneill
[16] vmcc_scienceed
[16] dcu
[15] eilishmclough
[11] deirdre
[8] congratulations
[5] well
[5] thank
[4] deserved
[4] yesterday

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[131] teaching,resources
[129] resources,website
[128] #stem,teaching
[119] collection,free
[119] free,easy
[119] easy,access
[119] access,materials
[119] materials,educators
[118] launched,#stem
[117] website,collection

Top Word Pairs in Tweet in G1:
[67] vmcc_scienceed,nuigalway
[57] edtechne,vmcc_scienceed
[37] ml_mcn,edtechne
[27] nuigalway,congratulations
[22] many,thanks
[19] vmcc_scienceed,edtechne
[18] well,done
[13] looking,forward
[13] congratulations,dr
[10] edtechne,nuigalway

Top Word Pairs in Tweet in G2:
[20] #scied,#scienceed
[16] #scienceed,#stemed
[15] #stemed,#ngss
[15] #ngss,#ngsschat
[15] #scienceed,#ngss
[14] book,talks
[14] #mathed,#scienceed
[13] #prideandexcellence,#phearce
[13] science,natural
[13] natural,response

Top Word Pairs in Tweet in G3:
[97] teaching,resources
[97] resources,website
[94] #stem,teaching
[90] educators,use
[90] use,engage
[85] ve,launched
[85] launched,#stem
[85] website,collection
[85] collection,free
[85] free,easy

Top Word Pairs in Tweet in G4:
[38] south,atlantic
[38] atlantic,transect
[16] sign,free
[15] following,#exp390
[15] #exp390,south
[15] transect,icymi
[15] icymi,here's
[15] #exp390story,videos
[15] videos,created
[15] created,outreach

Top Word Pairs in Tweet in G5:
[46] stem,teachers
[46] middle,school
[45] re,still
[45] still,looking
[45] looking,middle
[45] school,stem
[45] teachers,host
[45] host,pen
[45] pen,pal
[45] pal,program

Top Word Pairs in Tweet in G6:
[16] patterson,williams
[15] prof,alexis
[15] alexis,patterson
[15] williams,drapw15
[15] drapw15,won
[15] won,start
[15] start,award
[15] award,ucd_diversity
[15] ucd_diversity,fund
[15] fund,project

Top Word Pairs in Tweet in G7:
[31] #stem,teaching
[31] teaching,resources
[31] collection,free
[31] free,easy
[31] easy,access
[31] access,materials
[31] materials,educators
[30] launched,#stem
[29] nigms,recently
[29] recently,launched

Top Word Pairs in Tweet in G8:
[34] created,several
[34] several,years
[34] years,ago
[34] ago,explain
[34] explain,concept
[34] concept,#phylogeny
[34] #phylogeny,class
[34] class,#easterbunnies
[34] #easterbunnies,come
[33] el_bamforth,created

Top Word Pairs in Tweet in G9:
[3] #scienceed,#scichat
[3] #montessoribiology,#scienceed
[3] #scienceed,#lifesciences
[3] #lifesciences,#blendedlearning
[3] #blendedlearning,#elearning
[3] #elearning,#homeschool
[3] come,work
[2] #ngss,#scienceed
[2] elementary,school
[2] #science,#scienceed

Top Word Pairs in Tweet in G10:
[14] vmcc_scienceed,dcu
[12] deirdremoneill,vmcc_scienceed
[12] dcu,eilishmclough
[6] eilishmclough,congratulations
[5] congratulations,deirdre
[4] eilishmclough,congrats
[3] well,deserved
[3] worth,end
[3] end,finally
[3] finally,came

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@vmcc_scienceed
@edtechne
@deirdremoneill
@this0499154500
@ultrajessamyn
@corneliathinks
@acardinot
@ncar_science
@iaartcampaign

Top Replied-To in G1:
@ml_mcn
@vmcc_scienceed
@edtechne
@ultrajessamyn
@corneliathinks
@acardinot
@murielgrenon
@thegalwegian
@mbrowndcu
@niamhedpsych

Top Replied-To in G2:
@this0499154500
@ncar_science
@nimhgov

Top Replied-To in G4:
@vmcc_scienceed

Top Replied-To in G5:
@iaartcampaign

Top Replied-To in G10:
@deirdremoneill
@rmoynihanphd

Top Mentioned
Top Mentioned in Entire Graph:
@vmcc_scienceed
@edtechne
@nuigalway
@nigms
@letterspresci
@thejr
@stemteachtools
@el_bamforth
@andrewsinst_tcu
@whittlescience

Top Mentioned in G1:
@edtechne
@nuigalway
@vmcc_scienceed
@cellexplorers
@acardinot
@nuigaccess
@coppernuigalway
@tiernansandra
@niamhedpsych
@murielgrenon

Top Mentioned in G2:
@stemteachtools
@andrewsinst_tcu
@whittlescience
@openscied
@vmcc_scienceed
@praxismedhat
@juliettescience
@nsta
@this0499154500
@nassimretiere

Top Mentioned in G3:
@nigms
@nihsepa
@nimhgov

Top Mentioned in G4:
@thejr
@marlowordybird
@noaa
@alexandrasiy
@scienceirel
@currentchemirl
@irishsciteach
@drjohnodonoghue
@scienceonstage
@sons_ireland

Top Mentioned in G5:
@letterspresci
@prescientist
@nigms
@kemeteducation

Top Mentioned in G6:
@drapw15
@ucd_diversity
@ucdeducation
@stemteachtools
@philiplbell
@msrivera114
@nasem_dbasse
@garciascihawk
@narstorg
@epsodu

Top Mentioned in G7:
@nindstrials
@thenasem
@nigms

Top Mentioned in G8:
@el_bamforth
@cr_sci
@curriemuseum
@marlowordybird

Top Mentioned in G9:
@sja_jeju
@pburkevt

Top Mentioned in G10:
@vmcc_scienceed
@dcu
@eilishmclough
@deirdremoneill
@dcu_ioe
@irisheducation
@mieedstudies
@eqi_dcu
@micthurles
@marinoinstitute

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@jfsebastian146
@raivoonet
@suestroud
@botfemale
@godelitsas
@eco1start
@iridescentashes
@imagine_garden
@getiftech

Top Tweeters in G1:
@edchateu
@iainmacl
@nasa
@johnbreslin
@gravesle
@sumingkhoo
@glazgow
@ucc
@urbanhobbit
@magsamond

Top Tweeters in G2:
@raivoonet
@suestroud
@thatmags
@educationweek
@in_stemm
@irasocol
@markj_ohnson
@metalsolter
@stem_ai
@jc_james_clark

Top Tweeters in G3:
@iridescentashes
@americanvendor
@rosario_strano
@elinsilveous
@renato_umeton
@peiferlabunc
@rfam
@uncrcu
@healthtypes
@addgene

Top Tweeters in G4:
@godelitsas
@anonomouse1981
@cornubiageol
@godporsiempre
@cookingtheresa
@gbreakfield
@scicommbot
@xeno_lith
@nicklilja
@marjien

Top Tweeters in G5:
@chabis_ch
@itativcs
@rose_d_luna
@cnicosiaanthro
@neurodrugdoc
@ryan_b_anderson
@drsnowflack
@quantumcutie
@david_t_savage
@kaydenstockwell

Top Tweeters in G6:
@kristalturner
@iupui
@tdishelton
@traceyhabla
@philiplbell
@womeninhighered
@odu
@bpenuel
@shuchig
@bigdocenergy23

Top Tweeters in G7:
@needhibhalla
@beartrust
@jasonwilliamsny
@szetoinsitu
@globalphobserv
@equityhealthdev
@ghia1212
@cofheq
@luciaruggiero
@omarjmc

Top Tweeters in G8:
@botfemale
@b0tsci
@hnturtledove
@spkr2managers
@tomholtzpaleo
@iezeradd
@ferwen
@evilviergacht
@thomasrohrer216
@blenioun

Top Tweeters in G9:
@schooldepotcouk
@teachbetterteam
@emtumilty
@pburkevt
@fromcanada_org
@uf_ifas
@oupsecondary
@kgallagher_sci
@steedie1980
@helpteaching

Top Tweeters in G10:
@dcu
@irisheducation
@bridhoranie
@rmoynihanphd
@fingalcc
@spguerin
@grainnewalshe
@marinoinstitute
@hexagonlinks
@annelooney