scienceed, Twitter, 9/10/2022 2:28:43 AM, 281625


FAQ | Problem?

scienceed_2022-09-09_18-14-24.xlsx
scienceed_2022-09-09_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 10, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3qukH9S
@vmcc_scienceed
@stemteachtools
@this0499154500
@letterspresci
@flinnscientific
@marlowordybird
@dtcampbe
@nindstrials
@troydsadler
@thejr

Top hashtags:
#scienceed
#scied
#stem
#stemed
#ngss
#ngsschat
#edchat
#science

Description:
Description
The graph represents a network of 1,085 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, 10 September 2022 at 01:17 UTC.

The requested start date was Saturday, 10 September 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 129-day, 13-hour, 58-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 08 September 2022 at 17:13 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 : 1085
Unique Edges : 754
Edges With Duplicates : 2748
Total Edges : 3502
Number of Edge Types : 5
Retweet : 1102
MentionsInRetweet : 1345
Mentions : 635
Tweet : 338
Replies to : 82
Self-Loops : 346
Reciprocated Vertex Pair Ratio : 0.0617816091954023
Reciprocated Edge Ratio : 0.11637347767253
Connected Components : 91
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 716
Maximum Edges in a Connected Component : 2801
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.350588
Graph Density : 0.00125665311952659
Modularity : 0.37692
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,085 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, 10 September 2022 at 01:17 UTC.

The requested start date was Saturday, 10 September 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 129-day, 13-hour, 58-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 08 September 2022 at 17:13 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:
[27] https://stemteachingtools.org/brief/66
[10] https://stemteachingtools.org/brief/62
[10] https://stemteachingtools.org/brief/65
[10] https://stemteachingtools.org/brief/55
[9] https://stemteachingtools.org/brief/69
[9] https://stemteachingtools.org/brief/41
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[8] https://stemteachingtools.org/brief/77
[8] https://stemteachingtools.org/brief/32
[8] https://stemteachingtools.org/brief/43

Top URLs in Tweet in G1:
[3] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861
[2] https://twitter.com/vmcc_scienceed/status/1527555789501698049
[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.viewbug.com/photo/2704009
[2] https://twitter.com/cellexplorers/status/1527547965874884609
[1] https://twitter.com/scientix_eu/status/1543860996997013506
[1] https://www.cellexplorers.com/single-post/ce-informal-research-group-welcomes-new-phd-student-shannon
[1] https://twitter.com/thegalwegian/status/1521889433485725697
[1] https://twitter.com/ml_mcn/status/1521842029310976003
[1] https://twitter.com/jimlenaghan/status/1521859449283088385

Top URLs in Tweet in G2:
[26] https://stemteachingtools.org/brief/66
[10] https://stemteachingtools.org/brief/55
[9] https://stemteachingtools.org/brief/41
[9] https://stemteachingtools.org/brief/62
[8] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/77
[8] https://stemteachingtools.org/brief/43
[7] https://stemteachingtools.org/brief/32
[7] https://stemteachingtools.org/brief/35
[7] https://stemteachingtools.org/brief/60

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

Top URLs in Tweet in G4:
[6] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[4] -
[4] https://www.flinnsci.com/germ-transmission/dc11000/
[4] https://www.teachthought.com/learning/learn-science/
[3] https://www.flinnsci.com/two-potato-clock/dc1939/
[3] https://www.flinnsci.com/plasmolyzed-purple-onion/dc10791/
[2] https://www.flinnsci.com/balloon-rocket-blastoff/dc10869/?utm_term=Balloon
[2] Rocket
[2] Blastoff&utm_campaign=Welcome
[2] Series

Top URLs in Tweet in G5:
[5] https://www.ppic.org/event/the-impact-of-covid-19-on-science-education/
[2] https://twitter.com/i/broadcasts/1OdJrBDLYkpJX
[2] https://science.education.nih.gov
[1] https://www.ppic.org/blog/video-the-impact-of-covid-19-on-science-education/
[1] https://www.ppic.org/publication/the-impact-of-covid-19-on-science-education/
[1] https://twitter.com/EdSource/status/1567923109310910464
[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=97f6734c-936b-4d4d-a63e-d88cb4925ecd&utm_campaign=hootsuite

Top URLs in Tweet in G6:
[1] https://unc.peopleadmin.com/postings/234730
[1] https://www.education.ox.ac.uk/programmes/msc-learning-teaching/

Top URLs in Tweet in G7:
[5] https://geoscienceinfo.com/scientific-ocean-drilling-with-the-joides-resolution-a-summary/
[1] https://twitter.com/yuanyi_z/status/1564007526210879492
[1] https://stemteachingtools.org/brief/65
[1] https://joidesresolution.org/long-awaited-much-delayed-finally-on-our-way-jeff-ryans-jr-blog-rebooted/
[1] https://joidesresolution.org/the-persistence-of-note-taking/

Top URLs in Tweet in G8:
[6] https://science.education.nih.gov
[1] https://science.education.nih.gov/#healthy-living
[1] https://science.education.nih.gov/#molecules-and-cells
[1] https://science.education.nih.gov/#scientific-tools-and-methods

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

Top URLs in Tweet in G10:
[1] https://twitter.com/lenemmadsen/status/1517204702320070656
[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://twitter.com/EEMacLeod/status/1521272884517388289

Top Domains
Top Domains in Tweet in Entire Graph:
[203] stemteachingtools.org
[97] twitter.com
[37] flinnsci.com
[11] nih.gov
[9] gifted-studies.com
[9] dyslexiakit.net
[7] ppic.org
[6] edtechteacher.org
[5] edutopia.org
[5] geoscienceinfo.com

Top Domains in Tweet in G1:
[68] twitter.com
[4] bit.ly
[3] nuigalway.ie
[3] universityofgalway.ie
[3] eventbrite.ie
[2] viewbug.com
[2] routledge.com
[2] tandfonline.com
[1] cellexplorers.com
[1] zoom.us

Top Domains in Tweet in G2:
[195] stemteachingtools.org
[2] twitter.com
[1] youtube.com
[1] improvethengss.org
[1] overingstudentideas.org
[1] project2061.org
[1] researchandpractice.org
[1] rochesterecologypartners.org
[1] colorado.edu
[1] biodigital.com

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

Top Domains in Tweet in G4:
[37] flinnsci.com
[4] edutopia.org
[4] teachthought.com
[3] stemteachingtools.org
[3] braintasticscience.com
[3] twitter.com
[2] nodexlgraphgallery.org
[1] ctvnews.ca
[1] biomedcentral.com
[1] currentchemistryinvestigators.com

Top Domains in Tweet in G5:
[7] ppic.org
[3] twitter.com
[2] nih.gov
[2] ow.ly

Top Domains in Tweet in G6:
[1] peopleadmin.com
[1] ac.uk

Top Domains in Tweet in G7:
[5] geoscienceinfo.com
[2] joidesresolution.org
[1] twitter.com
[1] stemteachingtools.org

Top Domains in Tweet in G8:
[9] nih.gov

Top Domains in Tweet in G9:
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[509] scienceed
[176] scied
[148] stem
[113] stemed
[99] ngss
[80] ngsschat
[44] edchat
[42] science
[31] scienceteacher
[31] steam



Top Hashtags in Tweet in G1:
[7] scienceed
[6] cellexplorers
[5] edchatie
[5] believeinscience
[5] jobfairy
[4] purecork
[4] galway
[4] edchat
[4] stem
[3] irishresearch

Top Hashtags in Tweet in G2:
[159] scied
[94] scienceed
[87] ngss
[79] stemed
[76] ngsschat
[8] nsta
[4] stem
[3] free
[2] nsela
[2] edtc300

Top Hashtags in Tweet in G3:
[18] scienceed
[11] stemed
[8] stemforall
[7] steam
[6] stempenpals
[6] stem
[5] middleschool
[4] tbt
[4] followfriday
[3] whatascientistlookslike

Top Hashtags in Tweet in G4:
[88] scienceed
[21] scienceteacher
[12] scienceteachers
[11] steam
[10] biochat
[8] realtimechem
[8] scied
[8] stem
[7] edchat
[6] artsintegration

Top Hashtags in Tweet in G5:
[33] stem
[14] scienceed
[7] covid19
[3] k12
[2] covid
[2] education
[1] earlychildhood
[1] pandemic
[1] ppicevents

Top Hashtags in Tweet in G6:
[35] scienceed
[1] stem
[1] ukedchat
[1] edchatie
[1] edchat
[1] asechat

Top Hashtags in Tweet in G7:
[15] exp390
[15] exp390story
[13] exp393
[12] nsffunded
[9] scienceed
[5] collab
[4] rock
[4] chemistry
[3] geology
[2] sciencetwitter

Top Hashtags in Tweet in G8:
[36] stem
[17] scienceed
[2] backtoschool
[1] nidaed

Top Hashtags in Tweet in G9:
[8] scienceed
[2] literacyforall
[2] schoolledtutoring
[1] geology
[1] wagoll
[1] celebratingsuccess
[1] anethicofexcellence
[1] directinstruction
[1] npqlt
[1] geographyed

Top Hashtags in Tweet in G10:
[6] scienceed
[2] sustainability
[1] uddpol
[1] academicjob
[1] ucph
[1] highered
[1] scicomm

Top Words
Top Words in Tweet in Entire Graph:
[509] #scienceed
[436] science
[377] students
[359] stemteachtools
[176] #scied
[175] teachers
[165] school
[157] learning
[152] looking
[151] teaching

Top Words in Tweet in G1:
[82] edtechne
[70] vmcc_scienceed
[48] nuigalway
[45] congratulations
[43] thanks
[33] science
[30] galway
[30] great
[27] many
[26] education

Top Words in Tweet in G2:
[333] stemteachtools
[208] science
[159] #scied
[156] students
[115] learning
[94] #scienceed
[87] #ngss
[79] #stemed
[76] #ngsschat
[71] teachers

Top Words in Tweet in G3:
[91] stem
[89] letterspresci
[86] looking
[83] pen
[81] still
[60] students
[54] teachers
[51] school
[48] pal
[47] fall

Top Words in Tweet in G4:
[88] #scienceed
[55] flinnscientific
[41] students
[32] science
[30] activity
[21] #scienceteacher
[20] download
[16] one
[13] classroom
[13] free

Top Words in Tweet in G5:
[33] #stem
[29] nigms
[29] teaching
[29] resources
[29] collection
[29] free
[29] easy
[29] access
[29] materials
[29] educators

Top Words in Tweet in G6:
[66] work
[35] #scienceed
[34] research
[34] projects
[34] scientific
[33] troydsadler
[33] hiring
[33] postdoc
[33] uncschoolofed
[33] focuses

Top Words in Tweet in G7:
[51] thejr
[31] south
[31] atlantic
[31] transect
[17] expedition
[16] created
[16] sometimes
[16] sequels
[16] good
[16] excited

Top Words in Tweet in G8:
[58] resources
[39] teaching
[39] website
[36] #stem
[35] educators
[35] free
[35] engage
[31] nigms
[28] use
[25] 12

Top Words in Tweet in G9:
[23] intoshms
[22] few
[21] made
[20] hands
[20] guided
[20] reading
[20] tasks
[20] shared
[20] making
[20] more

Top Words in Tweet in G10:
[17] phd
[16] students
[16] looking
[10] calling
[10] scienceed
[10] free
[10] course
[10] qualitative
[10] methodologies
[10] fab

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[87] #scied,#scienceed
[86] still,looking
[83] #scienceed,#stemed
[80] #stemed,#ngss
[79] #ngss,#ngsschat
[69] teaching,resources
[67] resources,website
[66] #stem,teaching
[58] middle,school
[49] stemteachtools,teachers

Top Word Pairs in Tweet in G1:
[23] vmcc_scienceed,nuigalway
[22] many,thanks
[19] vmcc_scienceed,edtechne
[14] edtechne,vmcc_scienceed
[13] 'perspectives,contemporary
[13] contemporary,stem
[13] stem,education
[13] education,research'
[13] edtechne,congratulations
[11] looking,forward

Top Word Pairs in Tweet in G2:
[83] #scied,#scienceed
[79] #scienceed,#stemed
[78] #stemed,#ngss
[76] #ngss,#ngsschat
[46] stemteachtools,teachers
[37] science,learning
[34] leverage,students
[33] stemteachtools,science
[29] science,engineering
[26] key,equity

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

Top Word Pairs in Tweet in G4:
[12] bristlecone,secret
[12] secret,life
[12] life,world's
[12] world's,oldest
[12] oldest,tree
[11] #scienceed,#scienceteachers
[9] #scienceteacher,#scienceed
[7] students,combine
[7] combine,scientific
[7] scientific,artistic

Top Word Pairs in Tweet in G5:
[29] #stem,teaching
[29] teaching,resources
[29] collection,free
[29] free,easy
[29] easy,access
[29] access,materials
[29] materials,educators
[28] nigms,recently
[28] recently,launched
[28] launched,#stem

Top Word Pairs in Tweet in G6:
[33] hiring,postdoc
[33] postdoc,work
[33] work,#scienceed
[33] #scienceed,research
[33] research,projects
[33] projects,uncschoolofed
[33] uncschoolofed,work
[33] work,focuses
[33] focuses,socio
[33] socio,scientific

Top Word Pairs in Tweet in G7:
[31] south,atlantic
[31] atlantic,transect
[16] sometimes,sequels
[16] sequels,good
[16] good,excited
[16] excited,expedition
[16] expedition,393
[16] 393,south
[16] transect,ii
[16] ii,start

Top Word Pairs in Tweet in G8:
[39] teaching,resources
[39] resources,website
[36] #stem,teaching
[28] educators,use
[28] use,engage
[22] engage,12
[18] 12,students
[16] nigms,#stem
[14] ve,launched
[14] launched,#stem

Top Word Pairs in Tweet in G9:
[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 Word Pairs in Tweet in G10:
[16] phd,students
[10] calling,scienceed
[10] scienceed,phd
[10] students,looking
[10] looking,free
[10] free,course
[10] course,qualitative
[10] qualitative,methodologies
[10] methodologies,fab
[10] fab,teachers

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@edtechne
@deirdremoneill
@ckiatnuig
@this0499154500
@corneliathinks
@hannaghmc
@murielgrenon
@galwaymuseum
@jimlenaghan

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

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

Top Replied-To in G4:
@this0499154500

Top Replied-To in G7:
@tmbelgrano

Top Replied-To in G9:
@moona64433322

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@letterspresci
@vmcc_scienceed
@edtechne
@flinnscientific
@thejr
@nuigalway
@troydsadler
@uncschoolofed
@ctskeeley

Top Mentioned in G1:
@edtechne
@vmcc_scienceed
@nuigalway
@cellexplorers
@unesco_cfrc
@sarahlrcarroll
@coppernuigalway
@tom_dela
@niamhedpsych
@murielgrenon

Top Mentioned in G2:
@stemteachtools
@ctskeeley
@lenoramcrabtree
@rocecologyp
@johnnahertlein3
@phetsims
@philiplbell
@chrisemdin
@getrealscience
@mss4science

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

Top Mentioned in G4:
@flinnscientific
@stemteachtools
@marlowordybird
@scienceirel
@drjohnodonoghue
@redpenblackpen
@2seetheglobe
@teachthought
@letterspresci
@alexandrasiy

Top Mentioned in G5:
@nindstrials
@thenasem
@ppicnotes
@cadepted
@mmacias963
@haschweingruber
@cdecurriculum
@letterspresci

Top Mentioned in G6:
@troydsadler
@uncschoolofed
@oxforddeptofed
@liamdguilfoyle
@stemteachtools
@mizzoultc
@pjfried
@lenemmadsen
@nindstrials

Top Mentioned in G7:
@thejr
@geoscienceinfo
@stemteachtools
@marlowordybird
@tmbelgrano

Top Mentioned in G8:
@nigms
@nimhgov

Top Mentioned in G9:
@intoshms
@adamboxer1
@edmunds_dr
@moona64433322
@stemybanda
@chatbiology
@chatchemistry

Top Mentioned in G10:
@lenemmadsen
@ind_ucph
@hholmegaard
@esera_org
@justindillonuoe
@annatdanielsson
@katiewadejaimes
@ulriksen_lars
@riemalm

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@jfsebastian146
@shitake_reverse
@godelitsas
@hlthiskrieger
@hephaistos_ai
@imagine_garden
@ctvnews
@anonomouse1981
@cornubiageol

Top Tweeters in G1:
@edchateu
@iainmacl
@nasa
@johnbreslin
@nuigsu
@gravesle
@sumingkhoo
@ctribune
@roscommongaa
@tansuyegen

Top Tweeters in G2:
@hlthiskrieger
@melanielybarger
@coachgoodman
@imsouthern
@kmichellehowell
@freereed59
@krsciencelady
@sciencecat222
@chrisemdin
@jodie_harnden

Top Tweeters in G3:
@itativcs
@openscitalk
@cnicosiaanthro
@michellekellycw
@stemconnector
@susan_silver
@neurodrugdoc
@leafyericscott
@sophtalkssci
@markrause

Top Tweeters in G4:
@jurylady5
@ctvnews
@anonomouse1981
@cookingtheresa
@irasocol
@markj_ohnson
@scicommbot
@garym
@kevpluck
@edutopia

Top Tweeters in G5:
@hephaistos_ai
@needhibhalla
@jasonwilliamsny
@szetoinsitu
@omarjmc
@jngl_jane
@spiderdaynight
@nathanasmith1
@phdgprotein86
@thenasem

Top Tweeters in G6:
@teknikpedagog
@dtcampbe
@brownellcassie
@cadrek12
@jeffgreenelearn
@jonathanplucker
@ehutt1
@lmartinhansen
@areejmws
@grayron

Top Tweeters in G7:
@shitake_reverse
@godelitsas
@cornubiageol
@xeno_lith
@randyroypatric2
@2lcrs6
@mariormx
@downwind62
@harvey01957
@lipstikgeology

Top Tweeters in G8:
@americanvendor
@thartman2u
@bgirlgadget
@bindikannan963
@usagov
@usedgov
@futurepi_slack
@benjsequations
@nidanews
@nichd_nih

Top Tweeters in G9:
@adamboxer1
@benniekara
@ahmedkhattabuk
@emc2andallthat
@dwalkerdine
@mrsfj70
@stemybanda
@chatphysics
@edmunds_dr
@chatbiology

Top Tweeters in G10:
@hholmegaard
@vgrande
@justindillonuoe
@hamid94618213
@henners181
@sazanajayadeva
@pdjf_dk
@eemacleod
@anttileht
@biodidaktikerin


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.