scienceed, Twitter, 8/13/2022 1:21:43 AM, 279941


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scienceed_2022-08-12_18-14-24.xlsx
scienceed_2022-08-12_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3AlQtMh
@vmcc_scienceed
@scicommbot
@letterspresci
@stemteachtools
@marlowordybird
@drjohnodonoghue
@thejr
@scienceirel
@flinnscientific
@chemistryed

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

Description:
Description
The graph represents a network of 943 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, 13 August 2022 at 01:17 UTC.

The requested start date was Saturday, 13 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 101-day, 19-hour, 40-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 11 August 2022 at 22:55 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 : 943
Unique Edges : 667
Edges With Duplicates : 2105
Total Edges : 2772
Number of Edge Types : 5
Retweet : 860
MentionsInRetweet : 1074
Tweet : 267
Mentions : 495
Replies to : 76
Self-Loops : 273
Reciprocated Vertex Pair Ratio : 0.0614995787700084
Reciprocated Edge Ratio : 0.115873015873016
Connected Components : 86
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 579
Maximum Edges in a Connected Component : 2092
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.722351
Graph Density : 0.00141843013556139
Modularity : 0.41354
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 943 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, 13 August 2022 at 01:17 UTC.

The requested start date was Saturday, 13 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 101-day, 19-hour, 40-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 11 August 2022 at 22:55 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/41
[8] https://stemteachingtools.org/brief/32
[8] https://stemteachingtools.org/brief/43
[8] https://science.education.nih.gov
[7] https://stemteachingtools.org/brief/60
[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://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
[1] https://twitter.com/fordofthekings/status/1521823815323602947

Top URLs in Tweet in G2:
[2] https://prescientist.org/for-teachers/
[1] https://www.prescientist.org/register
[1] http://kemeteducation.com/

Top URLs in Tweet in G3:
[27] 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/43
[8] https://stemteachingtools.org/brief/65
[7] https://stemteachingtools.org/brief/32
[7] https://stemteachingtools.org/brief/35
[7] https://stemteachingtools.org/brief/60
[6] https://stemteachingtools.org/brief/69

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://geoscienceinfo.com/scientific-ocean-drilling-with-the-joides-resolution-a-summary/
[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 G6:
[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.edutopia.org/article/using-family-interviews-increase-equity-and-engagement-science
[2] https://www.flinnsci.com/api/library/Download/c7a3be93445443308e60e13302d28ade
[2] https://www.flinnsci.com/balloon-rocket-blastoff/dc10869/?utm_term=Balloon
[2] Rocket

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=97f6734c-936b-4d4d-a63e-d88cb4925ecd&utm_campaign=hootsuite

Top URLs in Tweet in G8:
[1] https://twitter.com/ChatPhysics/status/1533101273892827138

Top URLs in Tweet in G9:
[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 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:
[167] stemteachingtools.org
[79] twitter.com
[33] flinnsci.com
[10] nih.gov
[9] gifted-studies.com
[7] dyslexiakit.net
[6] edtechteacher.org
[5] edutopia.org
[5] nuigalway.ie
[5] geoscienceinfo.com

Top Domains in Tweet in G1:
[60] twitter.com
[5] nuigalway.ie
[4] bit.ly
[2] viewbug.com
[2] tandfonline.com
[2] eventbrite.ie
[1] donegaldaily.com
[1] libcal.com
[1] gofundme.com
[1] cellexplorers.com

Top Domains in Tweet in G2:
[3] prescientist.org
[1] kemeteducation.com

Top Domains in Tweet in G3:
[162] stemteachingtools.org
[1] twitter.com
[1] researchandpractice.org

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

Top Domains in Tweet in G5:
[5] geoscienceinfo.com
[2] joidesresolution.org
[1] stemteachingtools.org

Top Domains in Tweet in G6:
[33] flinnsci.com
[4] edutopia.org
[4] teachthought.com
[3] stemteachingtools.org
[3] braintasticscience.com
[1] twitter.com

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

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[8] nih.gov

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[409] scienceed
[134] scied
[121] stem
[82] stemed
[71] ngss
[55] ngsschat
[33] science
[25] scienceteacher
[25] steam
[21] edchat



Top Hashtags in Tweet in G1:
[8] scienceed
[6] cellexplorers
[5] believeinscience
[4] galway
[4] purecork
[4] edchatie
[4] chemed
[3] edchat
[3] jobfairy
[3] postdocjob

Top Hashtags in Tweet in G2:
[17] scienceed
[11] stemed
[7] steam
[7] stemforall
[6] stem
[5] stempenpals
[5] middleschool
[4] followfriday
[3] whatascientistlookslike
[3] stemoutreach

Top Hashtags in Tweet in G3:
[123] scied
[63] scienceed
[60] ngss
[56] stemed
[53] ngsschat
[4] nsta
[1] inquiry

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

Top Hashtags in Tweet in G5:
[14] exp390
[14] exp390story
[12] nsffunded
[12] exp393
[8] scienceed
[5] collab
[3] geology
[3] rock
[3] chemistry
[2] sciencetwitter

Top Hashtags in Tweet in G6:
[63] scienceed
[17] scienceteacher
[10] scienceteachers
[9] biochat
[7] realtimechem
[6] scied
[3] edutwitter
[3] enviroed
[2] chatphysics
[2] physicsteacher

Top Hashtags in Tweet in G7:
[31] stem
[4] scienceed
[2] education

Top Hashtags in Tweet in G8:
[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 G9:
[30] stem
[12] scienceed
[1] nidaed
[1] backtoschool

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:
[409] #scienceed
[296] students
[289] science
[213] stemteachtools
[143] looking
[142] teachers
[134] #scied
[128] stem
[121] #stem
[121] school

Top Words in Tweet in G1:
[66] vmcc_scienceed
[63] edtechne
[46] nuigalway
[45] thanks
[39] congratulations
[30] great
[30] science
[28] galway
[27] many
[27] thank

Top Words in Tweet in G2:
[91] stem
[88] letterspresci
[86] looking
[83] pen
[81] still
[60] students
[54] teachers
[49] school
[48] pal
[47] fall

Top Words in Tweet in G3:
[202] stemteachtools
[123] #scied
[104] students
[103] science
[63] #scienceed
[60] #ngss
[56] #stemed
[53] #ngsschat
[49] teachers
[42] learning

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

Top Words in Tweet in G5:
[47] thejr
[30] south
[30] atlantic
[30] transect
[17] expedition
[16] sometimes
[16] sequels
[16] good
[16] excited
[16] 393

Top Words in Tweet in G6:
[63] #scienceed
[44] flinnscientific
[30] students
[24] activity
[23] science
[19] download
[17] #scienceteacher
[16] one
[13] free
[13] classroom

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

Top Words in Tweet in G8:
[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 G9:
[47] resources
[33] teaching
[33] website
[30] #stem
[29] free
[29] educators
[29] engage
[26] nigms
[24] use
[19] 12

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
[63] teaching,resources
[62] #scied,#scienceed
[61] resources,website
[60] #scienceed,#stemed
[60] #stem,teaching
[55] #stemed,#ngss
[54] #ngss,#ngsschat
[49] middle,school
[49] pen,pal

Top Word Pairs in Tweet in G1:
[23] vmcc_scienceed,nuigalway
[22] many,thanks
[19] vmcc_scienceed,edtechne
[13] edtechne,vmcc_scienceed
[11] cell,explorers
[10] lip,sync
[9] nuigalway,many
[9] edtechne,congratulations
[8] edtechne,great
[8] great,see

Top Word Pairs in Tweet in G2:
[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 G3:
[57] #scied,#scienceed
[56] #scienceed,#stemed
[55] #stemed,#ngss
[53] #ngss,#ngsschat
[28] stemteachtools,teachers
[27] key,equity
[27] equity,educators
[27] educators,identify
[27] identify,value
[27] value,leverage

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:
[30] south,atlantic
[30] 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 G6:
[9] #scienceed,#scienceteachers
[8] #scienceteacher,#scienceed
[7] fun,see
[7] see,those
[7] those,moments
[7] moments,classroom
[7] classroom,redpenblackpen
[7] redpenblackpen,#scienceed
[7] #scienceed,#scienceteacher
[6] acids,bases

Top Word Pairs in Tweet in G7:
[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 G8:
[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 G9:
[33] teaching,resources
[33] resources,website
[30] #stem,teaching
[24] educators,use
[24] use,engage
[16] engage,12
[14] ve,launched
[14] launched,#stem
[14] website,collection
[14] collection,free

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
@corneliathinks
@musicascience
@hannaghmc
@murielgrenon
@galwaymuseum
@jimlenaghan
@thegalwegian

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

Top Replied-To in G2:
@lifeologyapp
@openscapes
@iaartcampaign
@stemconnector

Top Replied-To in G5:
@tmbelgrano

Top Replied-To in G8:
@moona64433322

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

Top Mentioned in G1:
@vmcc_scienceed
@edtechne
@nuigalway
@cellexplorers
@scienceirel
@drjohnodonoghue
@tom_dela
@coppernuigalway
@murielgrenon
@moycullenhurli1

Top Mentioned in G2:
@letterspresci
@prescientist
@kemeteducation
@openscapes

Top Mentioned in G3:
@stemteachtools
@lenoramcrabtree
@philiplbell

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

Top Mentioned in G5:
@thejr
@geoscienceinfo
@stemteachtools
@tmbelgrano
@marlowordybird

Top Mentioned in G6:
@flinnscientific
@stemteachtools
@redpenblackpen
@teachthought
@edutopia
@2seetheglobe
@selinakgun9
@emilyadah329
@braintasticsci
@ginnysmithsci

Top Mentioned in G7:
@nindstrials
@thenasem
@letterspresci

Top Mentioned in G8:
@intoshms
@adamboxer1
@edmunds_dr
@moona64433322
@stemybanda
@chatbiology
@chatchemistry

Top Mentioned in G9:
@nigms
@nimhgov

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:
@scicommbot
@edchateu
@iainmacl
@nasa
@johnbreslin
@gravesle
@sumingkhoo
@roscommongaa
@ctribune
@tansuyegen

Top Tweeters in G2:
@itativcs
@openscitalk
@cnicosiaanthro
@michellekellycw
@stemconnector
@susan_silver
@neurodrugdoc
@leafyericscott
@sophtalkssci
@markrause

Top Tweeters in G3:
@melanielybarger
@imsouthern
@kmichellehowell
@krsciencelady
@jodie_harnden
@kevinmslee
@philiplbell
@williamfranzell
@sciencecook
@jenniferfine5

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

Top Tweeters in G5:
@shitake_reverse
@godelitsas
@cornubiageol
@xeno_lith
@randyroypatric2
@2lcrs6
@mariormx
@downwind62
@harvey01957
@lipstikgeology

Top Tweeters in G6:
@jurylady5
@irasocol
@jc_james_clark
@garym
@edutopia
@stoupasteresa
@praxismedhat
@sallyr_islhe
@teachthought
@craigthesciguy

Top Tweeters in G7:
@needhibhalla
@jasonwilliamsny
@szetoinsitu
@omarjmc
@jngl_jane
@spiderdaynight
@nathanasmith1
@phdgprotein86
@thenasem
@phdeez

Top Tweeters in G8:
@adamboxer1
@benniekara
@ahmedkhattabuk
@emc2andallthat
@mrsfj70
@dwalkerdine
@stemybanda
@chatphysics
@edmunds_dr
@chatbiology

Top Tweeters in G9:
@americanvendor
@thartman2u
@bgirlgadget
@bindikannan963
@usagov
@usedgov
@futurepi_slack
@nidanews
@nichd_nih
@kinzytg

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


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