scienceed, Twitter, 7/30/2022 1:21:34 AM, 279715


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scienceed_2022-07-29_18-14-24.xlsx
scienceed_2022-07-29_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 30, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3Q4SdhL
@vmcc_scienceed
@letterspresci
@scicommbot
@nigms
@marlowordybird
@stemteachtools
@drjohnodonoghue
@thejr
@nsta
@scienceirel

Top hashtags:
#scienceed
#stem
#scied
#stemed
#ngss
#ngsschat
#phylogeny
#easterbunnies
#exp390

Description:
Description
The graph represents a network of 1,225 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, 30 July 2022 at 01:16 UTC.

The requested start date was Saturday, 30 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 118-day, 15-hour, 7-minute period from Friday, 01 April 2022 at 07:00 UTC to Thursday, 28 July 2022 at 22:08 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 : 1225
Unique Edges : 1003
Edges With Duplicates : 2616
Total Edges : 3619
Number of Edge Types : 5
Retweet : 1027
MentionsInRetweet : 1359
Replies to : 141
Mentions : 808
Tweet : 284
Self-Loops : 295
Reciprocated Vertex Pair Ratio : 0.0631948507899356
Reciprocated Edge Ratio : 0.118877270225647
Connected Components : 106
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 834
Maximum Edges in a Connected Component : 2930
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.183104
Graph Density : 0.00121181806055756
Modularity : 0.439923
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,225 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, 30 July 2022 at 01:16 UTC.

The requested start date was Saturday, 30 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 118-day, 15-hour, 7-minute period from Friday, 01 April 2022 at 07:00 UTC to Thursday, 28 July 2022 at 22:08 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:
[10] https://stemteachingtools.org/brief/55
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[9] https://stemteachingtools.org/brief/41
[8] https://stemteachingtools.org/brief/32
[8] https://stemteachingtools.org/brief/43
[8] https://science.education.nih.gov
[7] https://stemteachingtools.org/brief/35
[5] https://stemteachingtools.org/brief/34
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[5] https://geoscienceinfo.com/scientific-ocean-drilling-with-the-joides-resolution-a-summary/

Top URLs in Tweet in G1:
[3] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861
[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://twitter.com/vmcc_scienceed/status/1527555789501698049
[2] https://www.atee2022.it/
[2] https://www.viewbug.com/photo/2704009
[2] https://twitter.com/cellexplorers/status/1527547965874884609
[1] https://twitter.com/jimlenaghan/status/1510943868199522304
[1] https://twitter.com/thegalwegian/status/1511457433151016961
[1] https://twitter.com/thegalwegian/status/1521889433485725697
[1] https://twitter.com/ml_mcn/status/1521842029310976003

Top URLs in Tweet in G2:
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] https://geoscienceinfo.com/scientific-ocean-drilling-with-the-joides-resolution-a-summary/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[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://stemteachingtools.org/brief/32
[1] https://twitter.com/SCBWIEasternNY/status/1529975471936614400
[1] https://twitter.com/weboflifebooks/status/1549016336424132608
[1] https://joidesresolution.org/about-the-jr/live-video-events-with-the-joides-resolution/

Top URLs in Tweet in G3:
[3] https://prescientist.org/for-teachers/
[1] https://www.prescientist.org/register
[1] http://www.kemeteducation.com

Top URLs in Tweet in G4:
[6] https://science.education.nih.gov
[1] http://www.scholastic.com/pathways
[1] https://science.education.nih.gov/#healthy-living
[1] https://science.education.nih.gov/#molecules-and-cells

Top URLs in Tweet in G5:
[1] https://twitter.com/lenemmadsen/status/1517204702320070656
[1] https://unc.peopleadmin.com/postings/234730
[1] https://twitter.com/HHolmegaard/status/1518552165140381697
[1] https://jobportal.ku.dk/alle-opslag/?show=156899
[1] https://www.ind.ku.dk/english/news/2022/new-phdmuseums-aquariums-and-zoos-have-a-unique-opportunity-to-teach-sustainability---but-the-potential-is-being-wasted/
[1] https://www.education.ox.ac.uk/programmes/msc-learning-teaching/
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs10956-022-09965-0
[1] https://twitter.com/EEMacLeod/status/1521272884517388289

Top URLs in Tweet in G6:
[9] https://stemteachingtools.org/brief/41
[8] https://stemteachingtools.org/brief/55
[8] https://stemteachingtools.org/brief/43
[7] https://stemteachingtools.org/brief/35
[6] https://stemteachingtools.org/brief/32
[5] https://stemteachingtools.org/brief/34
[3] https://stemteachingtools.org/brief/54
[3] https://stemteachingtools.org/brief/57
[2] https://stemteachingtools.org/brief/36
[2] https://stemteachingtools.org/brief/44

Top URLs in Tweet in G8:
[1] http://researchandpractice.org/toolkit/
[1] https://stemteachingtools.org/brief/55
[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

Top URLs in Tweet in G9:
[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=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 G10:
[1] https://twitter.com/ChatPhysics/status/1533101273892827138
[1] https://twitter.com/msybibi/status/1516286614883995648

Top Domains
Top Domains in Tweet in Entire Graph:
[101] twitter.com
[94] stemteachingtools.org
[26] flinnsci.com
[10] dyslexiakit.net
[10] nih.gov
[9] nodexlgraphgallery.org
[9] gifted-studies.com
[7] youtube.com
[6] edutopia.org
[6] edtechteacher.org

Top Domains in Tweet in G1:
[68] twitter.com
[5] nuigalway.ie
[2] atee2022.it
[2] viewbug.com
[2] tandfonline.com
[2] eventbrite.ie
[1] donegaldaily.com
[1] libcal.com
[1] tripadvisor.ie
[1] bit.ly

Top Domains in Tweet in G2:
[10] dyslexiakit.net
[9] nodexlgraphgallery.org
[5] twitter.com
[5] joidesresolution.org
[5] geoscienceinfo.com
[5] braintasticscience.com
[3] stemteachingtools.org
[3] edweek.org
[1] youtube.com
[1] middleweb.com

Top Domains in Tweet in G3:
[4] prescientist.org
[1] kemeteducation.com

Top Domains in Tweet in G4:
[8] nih.gov
[1] scholastic.com

Top Domains in Tweet in G5:
[3] twitter.com
[2] ku.dk
[1] peopleadmin.com
[1] ac.uk
[1] springer.com

Top Domains in Tweet in G6:
[90] stemteachingtools.org

Top Domains in Tweet in G8:
[2] twitter.com
[1] researchandpractice.org
[1] stemteachingtools.org
[1] ucdavis.edu

Top Domains in Tweet in G9:
[4] ow.ly
[2] nih.gov

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[477] scienceed
[214] stem
[99] scied
[73] stemed
[71] ngss
[51] ngsschat
[35] phylogeny
[35] easterbunnies
[35] exp390
[34] science



Top Hashtags in Tweet in G1:
[8] phd
[6] pgrs2022
[6] cellexplorers
[6] scienceed
[5] biodiversity
[5] believeinscience
[5] edchatie
[4] purecork
[4] chemed
[3] galway

Top Hashtags in Tweet in G2:
[61] scienceed
[38] stem
[34] exp390
[14] nsffunded
[14] exp390story
[12] exp393
[11] scichat
[10] steam
[10] dyslexia
[10] homeschool

Top Hashtags in Tweet in G3:
[19] scienceed
[18] stempenpals
[13] teacher
[11] stemed
[7] steam
[7] stem
[7] stemforall
[5] middleschool
[4] followfriday
[3] stemeducation

Top Hashtags in Tweet in G4:
[98] stem
[9] scienceed
[1] stemeducation
[1] stemed
[1] nidaed

Top Hashtags in Tweet in G5:
[43] scienceed
[2] sustainability
[1] uddpol
[1] stem
[1] gate
[1] academicjob
[1] ucph
[1] highered
[1] scicomm
[1] ukedchat

Top Hashtags in Tweet in G6:
[88] scied
[52] scienceed
[45] stemed
[44] ngss
[42] ngsschat
[1] inquiry
[1] exp390
[1] exp390story
[1] stemeducation
[1] identity

Top Hashtags in Tweet in G7:
[34] phylogeny
[34] easterbunnies
[4] educatoracademy
[2] steam
[2] scienceed
[1] stem
[1] realpd
[1] womeninstem
[1] scicomm
[1] evolution

Top Hashtags in Tweet in G8:
[27] scienceed
[8] ngss
[6] ngsschat
[4] nsta
[1] scied
[1] teacherleader
[1] cosci
[1] thinkbeyond

Top Hashtags in Tweet in G9:
[34] stem
[6] scienceed
[4] education

Top Hashtags in Tweet in G10:
[9] scienceed
[2] literacyforall
[2] schoolledtutoring
[1] ethicofexcellence
[1] geology
[1] wagoll
[1] celebratingsuccess
[1] anethicofexcellence
[1] directinstruction
[1] npqlt

Top Words
Top Words in Tweet in Entire Graph:
[477] #scienceed
[318] science
[277] students
[214] #stem
[194] free
[182] teaching
[160] vmcc_scienceed
[148] looking
[147] resources
[146] educators

Top Words in Tweet in G1:
[133] edtechne
[120] vmcc_scienceed
[101] nuigalway
[71] congratulations
[58] thanks
[48] ml_mcn
[41] great
[36] science
[30] many
[26] education

Top Words in Tweet in G2:
[73] thejr
[61] #scienceed
[51] science
[38] south
[38] atlantic
[38] transect
[38] #stem
[34] #exp390
[29] ocean
[28] videos

Top Words in Tweet in G3:
[97] letterspresci
[88] stem
[84] looking
[80] pen
[79] still
[69] students
[52] teachers
[48] school
[46] fall
[46] re

Top Words in Tweet in G4:
[110] resources
[104] teaching
[101] website
[100] free
[98] #stem
[97] nigms
[97] educators
[97] engage
[92] materials
[92] use

Top Words in Tweet in G5:
[69] work
[43] #scienceed
[36] research
[35] troydsadler
[35] scientific
[34] hiring
[34] postdoc
[34] projects
[34] uncschoolofed
[34] focuses

Top Words in Tweet in G6:
[115] stemteachtools
[88] #scied
[79] science
[52] #scienceed
[50] students
[45] #stemed
[44] #ngss
[42] #ngsschat
[30] teachers
[28] learning

Top Words in Tweet in G7:
[35] created
[34] several
[34] years
[34] ago
[34] explain
[34] concept
[34] #phylogeny
[34] class
[34] #easterbunnies
[34] come

Top Words in Tweet in G8:
[27] #scienceed
[16] science
[16] patterson
[16] williams
[15] prof
[15] alexis
[15] drapw15
[15] won
[15] start
[15] award

Top Words in Tweet in G9:
[34] #stem
[30] nigms
[30] teaching
[30] resources
[30] collection
[30] free
[30] easy
[30] access
[30] materials
[30] educators

Top Words in Tweet in G10:
[23] intoshms
[22] few
[21] made
[20] hands
[20] guided
[20] reading
[20] tasks
[20] shared
[20] making
[20] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[133] teaching,resources
[131] resources,website
[130] #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
[25] nuigalway,congratulations
[22] many,thanks
[19] vmcc_scienceed,edtechne
[13] well,done
[10] looking,forward
[10] cell,explorers
[10] lip,sync

Top Word Pairs in Tweet in G2:
[38] south,atlantic
[38] atlantic,transect
[17] sign,free
[16] sometimes,sequels
[16] sequels,good
[16] good,excited
[16] excited,expedition
[16] expedition,393
[16] 393,south
[16] transect,ii

Top Word Pairs in Tweet in G3:
[78] still,looking
[46] stem,teachers
[46] middle,school
[46] pen,pal
[45] re,still
[45] looking,middle
[45] school,stem
[45] teachers,host
[45] host,pen
[45] pal,program

Top Word Pairs in Tweet in G4:
[101] teaching,resources
[101] resources,website
[98] #stem,teaching
[92] educators,use
[92] use,engage
[87] ve,launched
[87] launched,#stem
[87] website,collection
[87] collection,free
[87] free,easy

Top Word Pairs in Tweet in G5:
[34] hiring,postdoc
[34] postdoc,work
[34] work,#scienceed
[34] #scienceed,research
[34] research,projects
[34] projects,uncschoolofed
[34] uncschoolofed,work
[34] work,focuses
[34] focuses,socio
[34] socio,scientific

Top Word Pairs in Tweet in G6:
[46] #scied,#scienceed
[45] #scienceed,#stemed
[44] #stemed,#ngss
[42] #ngss,#ngsschat
[18] science,engineering
[16] stemteachtools,teachers
[14] instruction,#scied
[12] three,dimensional
[12] science,learning
[11] stemteachtools,science

Top Word Pairs in Tweet in G7:
[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 G8:
[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 G9:
[30] #stem,teaching
[30] teaching,resources
[30] collection,free
[30] free,easy
[30] easy,access
[30] access,materials
[30] materials,educators
[29] launched,#stem
[28] nigms,recently
[28] recently,launched

Top Word Pairs in Tweet in G10:
[20] hands,made
[20] made,guided
[20] guided,reading
[20] reading,tasks
[20] tasks,shared
[20] shared,making
[20] making,more
[20] more,over
[20] over,next
[20] next,few

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

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

Top Replied-To in G2:
@this0499154500
@tmbelgrano

Top Replied-To in G3:
@lifeologyapp
@openscapes
@iaartcampaign
@stemconnector

Top Replied-To in G10:
@moona64433322

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@vmcc_scienceed
@edtechne
@letterspresci
@nuigalway
@nigms
@thejr
@flinnscientific
@troydsadler
@el_bamforth

Top Mentioned in G1:
@edtechne
@nuigalway
@vmcc_scienceed
@cellexplorers
@coppernuigalway
@irishsciteach
@niamhedpsych
@tiernansandra
@tom_dela
@ml_mcn

Top Mentioned in G2:
@thejr
@marlowordybird
@nsta
@vmcc_scienceed
@stemteachtools
@whittlescience
@this0499154500
@nassimretiere
@juliettescience
@andrewsinst_tcu

Top Mentioned in G3:
@letterspresci
@prescientist
@nigms
@kemeteducation
@openscapes

Top Mentioned in G4:
@nigms
@nimhgov
@letterspresci

Top Mentioned in G5:
@troydsadler
@uncschoolofed
@lenemmadsen
@ind_ucph
@oxforddeptofed
@liamdguilfoyle
@hholmegaard
@pjfried
@esera_org

Top Mentioned in G6:
@stemteachtools
@ngss_tweeps
@sustinqlearning
@philiplbell
@thejr
@arcgisstorymaps
@americorpsvista
@uconnneag
@sbottasullivan
@academicchatter

Top Mentioned in G7:
@el_bamforth
@morphoinstitute
@sevierschooldis
@letterspresci
@debbiescitech
@marlowordybird
@curriemuseum

Top Mentioned in G8:
@drapw15
@ucd_diversity
@ucdeducation
@stemteachtools
@philiplbell
@msrivera114
@nasem_dbasse
@garciascihawk
@lenoramcrabtree
@reiserbrianj

Top Mentioned in G9:
@nindstrials
@thenasem
@letterspresci
@nigms

Top Mentioned in G10:
@intoshms
@adamboxer1
@edmunds_dr
@moona64433322
@stemybanda
@chatbiology
@chatchemistry

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@jfsebastian146
@raivoonet
@godelitsas
@eco1start
@iridescentashes
@imagine_garden
@anonomouse1981
@thatmags
@cornubiageol

Top Tweeters in G1:
@edchateu
@iainmacl
@nasa
@johnbreslin
@gravesle
@sumingkhoo
@ucc
@roscommongaa
@magsamond
@tansuyegen

Top Tweeters in G2:
@raivoonet
@godelitsas
@anonomouse1981
@thatmags
@cornubiageol
@godporsiempre
@cookingtheresa
@educationweek
@in_stemm
@irasocol

Top Tweeters in G3:
@chabis_ch
@itativcs
@openscitalk
@rose_d_luna
@cnicosiaanthro
@michellekellycw
@stemconnector
@susan_silver
@leafyericscott
@neurodrugdoc

Top Tweeters in G4:
@iridescentashes
@americanvendor
@rosario_strano
@elinsilveous
@renato_umeton
@peiferlabunc
@rfam
@uncrcu
@healthtypes
@addgene

Top Tweeters in G5:
@teknikpedagog
@dtcampbe
@brownellcassie
@cadrek12
@jeffgreenelearn
@jonathanplucker
@ehutt1
@lmartinhansen
@areejmws
@grayron

Top Tweeters in G6:
@academicchatter
@xeno_lith
@imsouthern
@kmichellehowell
@vbhoyo
@jodie_harnden
@kevinmslee
@williamfranzell
@sciencecook
@ngss_tweeps

Top Tweeters in G7:
@b0tsci
@hnturtledove
@spkr2managers
@tomholtzpaleo
@iezeradd
@ferwen
@evilviergacht
@thomasrohrer216
@blenioun
@jovepaleontoleg

Top Tweeters in G8:
@tdishelton
@traceyhabla
@philiplbell
@womeninhighered
@bpenuel
@shuchig
@bigdocenergy23
@phenomonica
@lizette_burks
@proftiamadkins

Top Tweeters in G9:
@needhibhalla
@beartrust
@jasonwilliamsny
@szetoinsitu
@omarjmc
@jngl_jane
@spiderdaynight
@nathanasmith1
@phdgprotein86
@thenasem

Top Tweeters in G10:
@adamboxer1
@benniekara
@ahmedkhattabuk
@emc2andallthat
@mrsfj70
@dwalkerdine
@stemybanda
@chatphysics
@edmunds_dr
@chatbiology