scienceed, Twitter, 8/20/2022 1:23:22 AM, 280378


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scienceed_2022-08-19_18-14-24.xlsx
scienceed_2022-08-19_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 20, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3QFubuo
@vmcc_scienceed
@stemteachtools
@letterspresci
@marlowordybird
@flinnscientific
@this0499154500
@dtcampbe
@nindstrials
@thejr
@spiderdaynight

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

Description:
Description
The graph represents a network of 988 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, 20 August 2022 at 01:17 UTC.

The requested start date was Saturday, 20 August 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 108-day, 19-hour, 23-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 18 August 2022 at 22:38 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 : 988
Unique Edges : 704
Edges With Duplicates : 2320
Total Edges : 3024
Number of Edge Types : 5
Retweet : 943
MentionsInRetweet : 1162
Mentions : 553
Replies to : 78
Tweet : 288
Self-Loops : 294
Reciprocated Vertex Pair Ratio : 0.0651828298887122
Reciprocated Edge Ratio : 0.122388059701493
Connected Components : 90
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 621
Maximum Edges in a Connected Component : 2345
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.450096
Graph Density : 0.00137413911210104
Modularity : 0.394468
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 988 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, 20 August 2022 at 01:17 UTC.

The requested start date was Saturday, 20 August 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 108-day, 19-hour, 23-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 18 August 2022 at 22:38 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
[8] https://stemteachingtools.org/brief/32
[8] https://stemteachingtools.org/brief/43
[8] https://science.education.nih.gov
[7] https://stemteachingtools.org/brief/35

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.viewbug.com/photo/2704009
[2] https://twitter.com/cellexplorers/status/1527547965874884609
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279941
[1] https://twitter.com/thegalwegian/status/1521889433485725697
[1] https://twitter.com/ml_mcn/status/1521842029310976003
[1] https://twitter.com/jimlenaghan/status/1521859449283088385
[1] https://twitter.com/niamhedpsych/status/1521867914693038080

Top URLs in Tweet in G2:
[27] https://stemteachingtools.org/brief/66
[10] https://stemteachingtools.org/brief/55
[9] https://stemteachingtools.org/brief/41
[9] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/43
[8] https://stemteachingtools.org/brief/65
[7] https://stemteachingtools.org/brief/35
[7] https://stemteachingtools.org/brief/32
[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://kemeteducation.com/

Top URLs in Tweet in G4:
[1] https://unc.peopleadmin.com/postings/234730
[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

Top URLs in Tweet in G5:
[5] https://www.ppic.org/event/the-impact-of-covid-19-on-science-education/
[2] https://science.education.nih.gov
[1] https://twitter.com/i/broadcasts/1OdJrBDLYkpJX
[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:
[5] https://geoscienceinfo.com/scientific-ocean-drilling-with-the-joides-resolution-a-summary/
[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/
[1] https://stemteachingtools.org/brief/65

Top URLs in Tweet in G7:
[5] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[4] -
[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/
[3] https://www.flinnsci.com/germ-transmission/dc11000/
[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 G8:
[6] https://science.education.nih.gov
[1] https://science.education.nih.gov/#healthy-living
[1] https://science.education.nih.gov/#molecules-and-cells

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:
[176] stemteachingtools.org
[83] twitter.com
[35] flinnsci.com
[10] nih.gov
[9] gifted-studies.com
[7] dyslexiakit.net
[6] edtechteacher.org
[5] edutopia.org
[5] ppic.org
[5] nuigalway.ie

Top Domains in Tweet in G1:
[63] twitter.com
[5] nuigalway.ie
[4] bit.ly
[3] eventbrite.ie
[2] viewbug.com
[2] tandfonline.com
[1] nodexlgraphgallery.org
[1] currentchemistryinvestigators.com
[1] donegaldaily.com
[1] libcal.com

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

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

Top Domains in Tweet in G4:
[1] peopleadmin.com
[1] ac.uk
[1] springer.com

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

Top Domains in Tweet in G6:
[5] geoscienceinfo.com
[2] joidesresolution.org
[1] stemteachingtools.org

Top Domains in Tweet in G7:
[35] flinnsci.com
[4] edutopia.org
[4] teachthought.com
[3] braintasticscience.com
[3] stemteachingtools.org
[1] twitter.com

Top Domains in Tweet in G8:
[8] 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:
[447] scienceed
[146] scied
[132] stem
[91] stemed
[80] ngss
[62] ngsschat
[38] science
[29] edchat
[27] scienceteacher
[26] steam



Top Hashtags in Tweet in G1:
[14] scienceed
[7] stem
[7] steam
[6] cellexplorers
[5] believeinscience
[5] chemed
[4] galway
[4] purecork
[4] sciencetwitter
[4] edchatie

Top Hashtags in Tweet in G2:
[136] scied
[76] scienceed
[70] ngss
[62] stemed
[59] 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] followfriday
[3] whatascientistlookslike
[3] stemoutreach

Top Hashtags in Tweet in G4:
[36] scienceed
[1] stem
[1] ukedchat
[1] edchatie
[1] edchat
[1] asechat

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

Top Hashtags in Tweet in G6:
[15] exp390
[15] exp390story
[13] exp393
[12] nsffunded
[8] scienceed
[5] collab
[4] rock
[4] chemistry
[3] geology
[2] sciencetwitter

Top Hashtags in Tweet in G7:
[68] scienceed
[18] scienceteacher
[10] scienceteachers
[9] biochat
[7] realtimechem
[6] scied
[4] edutwitter
[4] iteachscience
[3] chemed
[3] enviroed

Top Hashtags in Tweet in G8:
[34] stem
[16] scienceed
[1] nidaed
[1] backtoschool

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:
[447] #scienceed
[328] students
[326] science
[260] stemteachtools
[146] #scied
[145] teachers
[143] looking
[133] teaching
[132] #stem
[131] school

Top Words in Tweet in G1:
[67] vmcc_scienceed
[65] edtechne
[46] nuigalway
[45] thanks
[39] congratulations
[32] science
[28] great
[28] many
[27] galway
[26] thank

Top Words in Tweet in G2:
[244] stemteachtools
[145] science
[136] #scied
[132] students
[88] learning
[76] #scienceed
[70] #ngss
[62] #stemed
[59] #ngsschat
[49] teachers

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

Top Words in Tweet in G4:
[66] work
[36] #scienceed
[35] research
[34] projects
[34] troydsadler
[34] scientific
[33] hiring
[33] postdoc
[33] uncschoolofed
[33] focuses

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:
[51] thejr
[31] south
[31] atlantic
[31] transect
[17] expedition
[16] sometimes
[16] sequels
[16] good
[16] excited
[16] 393

Top Words in Tweet in G7:
[68] #scienceed
[46] flinnscientific
[30] students
[26] activity
[23] science
[19] download
[18] #scienceteacher
[16] one
[13] free
[13] classroom

Top Words in Tweet in G8:
[55] resources
[37] teaching
[37] website
[34] #stem
[33] free
[33] educators
[33] engage
[30] nigms
[28] use
[23] 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:
[86] still,looking
[70] #scied,#scienceed
[67] teaching,resources
[66] #scienceed,#stemed
[65] resources,website
[64] #stem,teaching
[62] #stemed,#ngss
[61] #ngss,#ngsschat
[49] middle,school
[49] pen,pal

Top Word Pairs in Tweet in G1:
[23] vmcc_scienceed,nuigalway
[22] many,thanks
[18] vmcc_scienceed,edtechne
[13] edtechne,vmcc_scienceed
[12] bristlecone,secret
[12] secret,life
[12] life,world's
[12] world's,oldest
[12] oldest,tree
[11] cell,explorers

Top Word Pairs in Tweet in G2:
[66] #scied,#scienceed
[62] #scienceed,#stemed
[61] #stemed,#ngss
[59] #ngss,#ngsschat
[28] stemteachtools,teachers
[28] science,learning
[27] key,equity
[27] equity,educators
[27] educators,identify
[27] identify,value

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:
[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 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:
[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 G7:
[9] #scienceed,#scienceteachers
[9] #scienceteacher,#scienceed
[7] fun,see
[7] see,those
[7] those,moments
[7] moments,classroom
[7] classroom,redpenblackpen
[7] redpenblackpen,#scienceed
[7] #scienceed,#scienceteacher
[6] teachthought,#scienceed

Top Word Pairs in Tweet in G8:
[37] teaching,resources
[37] resources,website
[34] #stem,teaching
[28] educators,use
[28] use,engage
[20] engage,12
[16] 12,students
[15] nigms,#stem
[14] website,contains
[14] contains,variety

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
@this0499154500
@corneliathinks
@lifeologyapp
@stemconnector
@iaartcampaign
@hannaghmc
@murielgrenon

Top Replied-To in G1:
@vmcc_scienceed
@edtechne
@corneliathinks
@murielgrenon
@this0499154500
@niamhedpsych
@fordofthekings
@ml_mcn
@bernadinbrady
@nuig_adult

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

Top Replied-To in G6:
@tmbelgrano

Top Replied-To in G7:
@this0499154500

Top Replied-To in G9:
@moona64433322

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

Top Mentioned in G1:
@vmcc_scienceed
@edtechne
@nuigalway
@cellexplorers
@scienceirel
@drjohnodonoghue
@marlowordybird
@unesco_cfrc
@tom_dela
@coppernuigalway

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

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

Top Mentioned in G4:
@troydsadler
@uncschoolofed
@oxforddeptofed
@liamdguilfoyle
@stemteachtools
@pjfried
@mizzoultc
@lenemmadsen
@nindstrials

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

Top Mentioned in G6:
@thejr
@geoscienceinfo
@marlowordybird
@stemteachtools
@tmbelgrano

Top Mentioned in G7:
@flinnscientific
@stemteachtools
@redpenblackpen
@teachthought
@edutopia
@2seetheglobe
@selinakgun9
@emilyadah329
@braintasticsci
@s

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
@imagine_garden
@anonomouse1981
@cornubiageol
@academicchatter
@b0tsci
@needhibhalla

Top Tweeters in G1:
@anonomouse1981
@cookingtheresa
@markj_ohnson
@scicommbot
@edchateu
@iainmacl
@nasa
@jayaisales
@johnbreslin
@gravesle

Top Tweeters in G2:
@melanielybarger
@coachgoodman
@imsouthern
@kmichellehowell
@krsciencelady
@freereed59
@sciencecat222
@jodie_harnden
@kevinmslee
@philiplbell

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

Top Tweeters in G4:
@teknikpedagog
@dtcampbe
@brownellcassie
@cadrek12
@jeffgreenelearn
@jonathanplucker
@ehutt1
@lmartinhansen
@areejmws
@grayron

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

Top Tweeters in G6:
@shitake_reverse
@godelitsas
@cornubiageol
@xeno_lith
@randyroypatric2
@2lcrs6
@mariormx
@downwind62
@harvey01957
@lipstikgeology

Top Tweeters in G7:
@jurylady5
@irasocol
@jc_james_clark
@garym
@edutopia
@stoupasteresa
@praxismedhat
@sallyr_islhe
@teachthought
@craigthesciguy

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

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

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


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