scienceteacher, Twitter, 6/11/2022 1:38:59 AM, 278086


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scienceteacher_2022-06-10_17-55-12.xlsx
scienceteacher_2022-06-10_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3QhAkxl
@this0499154500
@sciencebuddies
@paul_sciteach
@rsc_eic
@publicationbot
@drstephenhendry
@educationbnb
@myscienceboutiq
@twinklbeyond
@hookean1

Top hashtags:
#scienceteacher
#science
#stem
#sciencestudent
#teacher

Description:
Description
The graph represents a network of 1,515 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 11 June 2022 at 00:58 UTC.

The requested start date was Saturday, 11 June 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 100-day, 14-hour, 28-minute period from Tuesday, 01 March 2022 at 08:40 UTC to Thursday, 09 June 2022 at 23:09 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 : 1515
Unique Edges : 867
Edges With Duplicates : 2962
Total Edges : 3829
Number of Edge Types : 5
Retweet : 952
MentionsInRetweet : 1213
Mentions : 678
Tweet : 923
Replies to : 63
Self-Loops : 943
Reciprocated Vertex Pair Ratio : 0.0573248407643312
Reciprocated Edge Ratio : 0.108433734939759
Connected Components : 386
Single-Vertex Connected Components : 186
Maximum Vertices in a Connected Component : 334
Maximum Edges in a Connected Component : 1481
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.605497
Graph Density : 0.000651346508494971
Modularity : 0.401705
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,515 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 11 June 2022 at 00:58 UTC.

The requested start date was Saturday, 11 June 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 100-day, 14-hour, 28-minute period from Tuesday, 01 March 2022 at 08:40 UTC to Thursday, 09 June 2022 at 23:09 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 : scienceteacher
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:
[17] https://myscienceboutique.com/product/science-jewelry-dna-earrings/
[17] https://www.coresciences.co.uk/
[16] https://www.edvotek.com/origami-organelles
[15] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[13] https://myscienceboutique.com/product/trendy-science-socks-bioinformatics-heatmap-pattern/
[12] https://www.shorturl.at/eqF47
[11] https://www.goodnewsnetwork.org/
[10] https://www.sciencebuddies.org/blog/may4-star-wars-stem?from=TW
[10] https://myscienceboutique.com/product/chemistry-is-my-dna-biology-science-unisex-regular-fit-t-shirt/
[10] https://www.twinkl.co.uk/resources/keystage3-ks3-science-ks3/seasonal-resources-ks3-science-science-ks3-ks4/keystage3-ks3-festivals-and-events-organised-events-and-awareness-days-british-science-week

Top URLs in Tweet in G1:
[11] https://www.goodnewsnetwork.org/
[5] https://www.etsy.com/listing/696099120
[4] http://www.cultofpedagogy.com/
[3] https://pbskids.org/
[2] https://www.allschool.com/teach/newTeacher/?inviteCode=RetQS1ASOgM%3D&oneLevelChannel=2&twoLevelChannel=3
[2] https://docs.google.com/forms/d/e/1FAIpQLSfqCb77jOPOJ-3GrWr4dkWLu-ym8X66sXybnyb80yUGc__YKg/viewform?usp=send_form
[2] https://www.instagram.com/accounts/login/?next=/dpsnacharam/
[2] https://www.sciencekids.co.nz/gamesactivities.html
[2] https://smorescience.com/newsletter
[1] https://www.jit4career.in/2022/03/byjus-teacher.html

Top URLs in Tweet in G2:
[17] https://www.coresciences.co.uk/
[16] https://myscienceboutique.com/product/science-jewelry-dna-earrings/
[15] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[12] https://myscienceboutique.com/product/trendy-science-socks-bioinformatics-heatmap-pattern/
[10] https://myscienceboutique.com/product/chemistry-is-my-dna-biology-science-unisex-regular-fit-t-shirt/
[9] https://myscienceboutique.com/product/earth-pattern-socks/
[8] https://www.sciencebuddies.org/blog/may4-star-wars-stem?from=TW
[7] https://myscienceboutique.com/product/science-is-everyones-right-regular-fit-t-shirts/
[7] https://myscienceboutique.com/product/physics-astronomy-science-humor-mens-premium-t-shirt/
[6] https://www.sciencebuddies.org/blog/mario-day-stem?from=TW

Top URLs in Tweet in G3:
[2] https://edu.rsc.org/feature/improving-retention-of-science-teachers/4015490.article
[1] https://www.tes.com/teaching-resource/resource-12673429
[1] https://edu.rsc.org/education-research/improve-students-scientific-literacy-through-inquiry/4015687.article
[1] https://edu.rsc.org/exhibition-chemistry/the-reaction-between-sodium-and-chlorine/4015463.article
[1] https://edu.rsc.org/feature/phytomining-how-to-mine-a-tree/4015532.article

Top URLs in Tweet in G4:
[2] https://www.bps.ac.uk/careers-in-pharmacology
[2] https://www.bps.ac.uk/careers-development/junior-school-(ages-7-11)
[2] https://www.bps.ac.uk/careers-in-pharmacology/students-(ages-16-)
[1] https://www.bps.ac.uk/ambassadors/resources-for-promoting-careers
[1] https://www.youtube.com/watch?v=efsKa37cU2M


Top URLs in Tweet in G7:
[5] http://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[2] https://www.sciencebuddies.org/blog/spring-science-experiments?from=TW
[2] https://www.sciencebuddies.org/blog/family-fun-with-physics-launching-plastic-eggs-with-the-ping-pong-catapult?from=TW
[2] https://www.sciencebuddies.org/blog/may4-star-wars-stem?from=TW
[2] https://www.edutopia.org/article/how-give-science-lessons-real-world-boost
[1] https://www.browndoggadgets.com/pages/ebooks
[1] https://www.browndoggadgets.com/pages/samples
[1] https://www.browndoggadgets.com/pages/grants
[1] https://www.browndoggadgets.com/
[1] https://twitter.com/jones_torrence/status/1510996827587461126

Top URLs in Tweet in G8:
[1] https://twitter.com/houstonisd/status/1521142474118377477
[1] https://twitter.com/ScienceIsMyJam1/status/1506396295216480258

Top URLs in Tweet in G9:
[7] https://www.twinkl.co.uk/resources/keystage3-ks3-science-ks3/seasonal-resources-ks3-science-science-ks3-ks4/keystage3-ks3-festivals-and-events-organised-events-and-awareness-days-british-science-week
[5] https://teachyc.co.uk/teacher-of-science/
[5] https://teachyc.co.uk/teacher-of-chemistry/
[3] https://teachyc.co.uk/teacher-of-maths-science/
[3] https://teachyc.co.uk/head-of-science/
[2] https://www.instagram.com/accounts/login/?next=/p/CdvIF58r8sY/
[1] https://www.instagram.com/accounts/login/?next=/p/CeEzIh_u9LP/
[1] https://twitter.com/GreatSciShare/status/1524755037251117057
[1] https://www.instagram.com/accounts/login/?next=/p/CcaKV40pKY0/
[1] https://twitter.com/bbceducation/status/1526940798318784515

Top URLs in Tweet in G10:
[8] https://www.iwasakid.com/
[1] https://twitter.com/schmidtocean/status/1499718549270523905
[1] https://www.nsta.org/chicago22
[1] https://survey.alchemer.com/s3/6801384/Registration-Form
[1] https://twitter.com/middleweb/status/1511489360050466816

Top Domains
Top Domains in Tweet in Entire Graph:
[149] myscienceboutique.com
[99] co.uk
[82] sciencebuddies.org
[72] twitter.com
[63] origamiorganelles.com
[31] instagram.com
[30] teacherspayteachers.com
[27] youtube.com
[25] etsy.com
[20] zazzle.com

Top Domains in Tweet in G1:
[17] instagram.com
[15] twitter.com
[11] co.uk
[11] goodnewsnetwork.org
[8] etsy.com
[6] google.com
[4] aplitrak.com
[4] cultofpedagogy.com
[3] eteach.com
[3] youtube.com

Top Domains in Tweet in G2:
[145] myscienceboutique.com
[76] sciencebuddies.org
[27] co.uk
[7] etsy.com
[4] youtube.com
[4] eschoolnews.com
[4] nodexlgraphgallery.org
[3] bit.ly
[2] page.link
[2] edu.au

Top Domains in Tweet in G3:
[5] rsc.org
[1] tes.com

Top Domains in Tweet in G4:
[7] ac.uk
[1] youtube.com

Top Domains in Tweet in G7:
[6] browndoggadgets.com
[6] sciencebuddies.org
[5] k12prospects.com
[4] flinnsci.com
[3] edutopia.org
[1] twitter.com
[1] activelylearn.com

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

Top Domains in Tweet in G9:
[42] co.uk
[4] instagram.com
[4] twitter.com
[2] youtube.com

Top Domains in Tweet in G10:
[8] iwasakid.com
[2] twitter.com
[1] nsta.org
[1] alchemer.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1327] scienceteacher
[328] science
[263] stem
[108] sciencestudent
[106] teacher
[105] edutwitter
[91] fashion
[79] scienceteaching
[77] teaching
[77] phd



Top Hashtags in Tweet in G1:
[340] scienceteacher
[74] scienceteaching
[73] scienceactivities
[73] sciencestations
[73] sciencegames
[73] sciencecenters
[72] texasscienceteacher
[70] handsonscience
[69] teacher
[64] teachersfollowteachers

Top Hashtags in Tweet in G2:
[224] scienceteacher
[198] stem
[174] science
[97] sciencestudent
[90] fashion
[77] phd
[59] sciencetwitter
[58] scicom
[57] academictwitter
[52] gradschool

Top Hashtags in Tweet in G3:
[60] scienceclub
[8] scienceteacher
[2] chatchemistry
[2] stemed
[2] scied
[2] chemed
[2] gases
[2] gaschemistry
[2] nomoreimfs
[1] ffbwednesday

Top Hashtags in Tweet in G4:
[15] nationalcareersweek
[7] ncw2022
[7] scienceteacher
[6] stem
[5] careersinstem
[1] pharmacology
[1] apprenticeships

Top Hashtags in Tweet in G5:
[1] querdullissohohl
[1] troll
[1] block

Top Hashtags in Tweet in G6:
[11] scienceteacher
[10] onlineexam
[1] solagratia
[1] internationalteacher
[1] ghana

Top Hashtags in Tweet in G7:
[25] scienceteacher
[23] stem
[7] science
[7] edtech
[7] stemed
[6] makerspace
[6] scichat
[6] paperballrun
[6] fluorchallenge
[5] scratch3

Top Hashtags in Tweet in G8:
[17] scienceteacher
[4] houston
[3] science
[3] share
[3] fanfavorite
[2] chavezhuertaday
[2] refraction
[2] handson
[2] preptime
[2] geology

Top Hashtags in Tweet in G9:
[57] scienceteacher
[37] edutwitter
[16] teachers
[10] jobsearch
[8] physics
[6] science
[6] chemistryteacher
[6] britishscienceweek
[6] britishscienceweek2022
[5] teachertwitter

Top Hashtags in Tweet in G10:
[14] scienceteacher
[6] scienceclass
[5] scienceteachers
[4] nsta22
[3] sciart
[3] nsta
[2] scicomm
[2] sciencecomics
[2] sciencestudent
[2] sciencecomic

Top Words
Top Words in Tweet in Entire Graph:
[1325] #scienceteacher
[691] science
[333] #science
[263] #stem
[261] teacher
[183] students
[175] website
[148] school
[124] more
[113] activities

Top Words in Tweet in G1:
[339] #scienceteacher
[115] science
[74] #scienceteaching
[73] #scienceactivities
[73] #sciencestations
[73] #sciencegames
[73] #sciencecenters
[72] #texasscienceteacher
[70] #handsonscience
[69] #teacher

Top Words in Tweet in G2:
[224] #scienceteacher
[198] #stem
[177] #science
[169] science
[151] website
[97] #sciencestudent
[90] #fashion
[85] myscienceboutiq
[77] #phd
[62] shirt

Top Words in Tweet in G3:
[62] activities
[60] finally
[60] reached
[60] 50
[60] #scienceclub
[60] powerpoint
[60] thought
[60] time
[60] upload
[59] paul_sciteach

Top Words in Tweet in G4:
[64] britpharmsoc
[52] pharmacologists
[38] make
[37] difference
[31] lives
[30] pharmacologist
[30] people
[30] making
[30] discovering
[30] drugs

Top Words in Tweet in G5:
[29] scienceteacher
[14] science63424214
[11] _martinhagen
[9] frau_lange
[9] br24
[9] francislreid
[8] mumisthebest2
[8] principal
[6] die
[5] put

Top Words in Tweet in G6:
[78] started
[47] 1achabu
[39] dream
[39] plan
[39] developed
[39] work
[39] ve
[39] gotten
[39] destination
[37] defini

Top Words in Tweet in G7:
[29] sciencebuddies
[25] #scienceteacher
[24] browndoggadgets
[23] #stem
[22] fun
[16] we've
[15] free
[13] activities
[13] school
[12] looking

Top Words in Tweet in G8:
[17] #scienceteacher
[9] hisd_elemsci
[8] rickettsdeirdre
[7] sarayrodrigu3z
[6] bostonwhitnee
[5] scienceismyjam1
[4] hi
[4] friends
[4] #houston
[4] expand

Top Words in Tweet in G9:
[57] #scienceteacher
[42] science
[37] #edutwitter
[26] looking
[26] teacher
[23] school
[22] team
[17] apply
[16] #teachers
[15] scalby

Top Words in Tweet in G10:
[14] #scienceteacher
[11] science
[9] nsta
[8] answers
[6] #scienceclass
[6] iwasakidsteam
[6] teaching
[5] know
[5] comics
[5] free

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[144] website,#science
[102] science,teacher
[97] #science,#sciencestudent
[89] #scienceteacher,#stem
[73] #scienceteacher,#scienceteaching
[73] #scienceteaching,#scienceactivities
[73] #scienceactivities,#sciencestations
[73] #sciencestations,#sciencegames
[73] #sciencegames,#sciencecenters
[73] #sciencestudent,#scienceteacher

Top Word Pairs in Tweet in G1:
[73] #scienceteacher,#scienceteaching
[73] #scienceteaching,#scienceactivities
[73] #scienceactivities,#sciencestations
[73] #sciencestations,#sciencegames
[73] #sciencegames,#sciencecenters
[72] #sciencecenters,#texasscienceteacher
[55] #texasscienceteacher,#iteachscience
[55] #iteachscience,#handsonscience
[51] #teacher,#teaching
[49] #handsonscience,#teacherspayteachers

Top Word Pairs in Tweet in G2:
[140] website,#science
[94] #science,#sciencestudent
[81] #scienceteacher,#stem
[69] #sciencestudent,#scienceteacher
[57] #stem,#scicom
[56] shirt,website
[52] #academictwitter,#gradschool
[51] #sciencetwitter,#academictwitter
[49] #lovescience,#phd
[46] #scicom,#fashion

Top Word Pairs in Tweet in G3:
[60] finally,reached
[60] reached,50
[60] 50,activities
[60] activities,#scienceclub
[60] #scienceclub,powerpoint
[60] powerpoint,thought
[60] thought,time
[60] time,upload
[59] paul_sciteach,finally
[3] pandemic,big

Top Word Pairs in Tweet in G4:
[37] make,difference
[30] pharmacologist,pharmacologists
[30] pharmacologists,make
[30] difference,people
[30] people,lives
[30] lives,making
[30] making,discovering
[30] discovering,drugs
[29] britpharmsoc,pharmacologist
[29] drugs,tr

Top Word Pairs in Tweet in G5:
[9] frau_lange,_martinhagen
[9] _martinhagen,br24
[9] br24,scienceteacher
[8] mumisthebest2,francislreid
[7] francislreid,scienceteacher
[5] science63424214,frau_lange
[4] nanaimadiamond,frau_lange
[4] raevennz,mumisthebest2
[3] principal,fob
[2] science63424214,tobiaseisenhut

Top Word Pairs in Tweet in G6:
[39] started,dream
[39] dream,plan
[39] plan,developed
[39] developed,work
[39] work,started
[39] ve,gotten
[39] gotten,destination
[38] 1achabu,started
[38] started,ve
[37] destination,defini

Top Word Pairs in Tweet in G7:
[11] teacher,librarian
[11] librarian,looking
[11] looking,fun
[11] fun,stem
[11] stem,activities
[11] activities,camps
[11] camps,school
[11] school,programs
[11] programs,we've
[10] browndoggadgets,teacher

Top Word Pairs in Tweet in G8:
[5] rickettsdeirdre,bostonwhitnee
[4] hi,#scienceteacher
[4] #scienceteacher,friends
[4] friends,#houston
[4] #houston,expand
[4] expand,teacher
[4] teacher,pln
[4] pln,come
[4] come,meet
[3] vote,favorite

Top Word Pairs in Tweet in G9:
[21] looking,teacher
[15] #edutwitter,#scienceteacher
[15] scalby,school
[15] school,scalbyschool
[15] scalbyschool,looking
[15] teacher,science
[15] science,add
[15] add,academic
[15] academic,team
[15] team,working

Top Word Pairs in Tweet in G10:
[5] know,comics
[5] comics,free
[5] free,downloads
[5] downloads,#scienceteachers
[5] #scienceteachers,#scienceclass
[5] #scienceclass,#scienceteacher
[4] kid,went
[4] went,liking
[4] liking,math
[4] math,right

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@sciencebuddies
@britpharmsoc
@paul_sciteach
@1achabu
@angieshandmade1
@browndoggadgets
@stacilynchoer
@wilkinson_stem
@scienceteacher

Top Mentioned in G1:
@jit_official_
@teacheslana
@you_click_it
@sciteacheraward
@pburkevt

Top Mentioned in G2:
@myscienceboutiq
@sciencebuddies
@fluorcorp
@qut
@b0tsci
@this0499154500
@b
@ourspace_future
@stem_ai
@jonterlee

Top Mentioned in G3:
@paul_sciteach
@rsc_eic
@declanfleming
@rsc_cerp
@chemkateck

Top Mentioned in G4:
@britpharmsoc

Top Mentioned in G5:
@scienceteacher
@_martinhagen
@frau_lange
@br24
@francislreid
@mumisthebest2
@tobiaseisenhut
@raevennz
@science63424214
@marcobuschmann

Top Mentioned in G6:
@1achabu

Top Mentioned in G7:
@sciencebuddies
@browndoggadgets
@edutopia
@2seetheglobe
@k12prospects
@flinnscientific
@jdeinhammer
@activelylearn
@lmsama
@whenthebleep

Top Mentioned in G8:
@hisd_elemsci
@rickettsdeirdre
@sarayrodrigu3z
@bostonwhitnee
@scienceismyjam1
@reworldschool
@msjaime01
@teach_dcrouch
@phetsims

Top Mentioned in G9:
@scalbyschool
@teachyorkscoast
@eskdale_school
@scarboroughutc
@cadrek12
@amandalatasha
@cc_whitby
@nyccjobs
@letterspresci
@hookean1

Top Mentioned in G10:
@nsta
@iwasakidsteam
@doodlebugkry
@hri_stem
@agu_scicomm
@thejr
@stemjep
@uscviterbistem
@schmidtocean
@deepseadawn

Top Tweeters
Top Tweeters in Entire Graph:
@animatorspal
@ronaldclarke
@freeboostpromo
@botsecx
@codewithtwitchi
@education_24x7
@naturecutstags
@ricardo_ik_ahau
@ericmoo91919605
@nomoreslaves

Top Tweeters in G1:
@woodentek
@craftymcclever
@quietlionness
@newsbangla24com
@drjtms
@rolat
@historycomics
@info24bd
@pburkevt
@you_click_it

Top Tweeters in G2:
@animatorspal
@botsecx
@ricardo_ik_ahau
@botfemale
@satyajit1910
@davidbflower
@intrinsicgames
@nine___hundred
@b0tsci
@rdene915

Top Tweeters in G3:
@reelresearch
@deputygrocott
@ocevian
@rsc_eic
@paddyshevlin
@colinmcgill
@natkin
@chemistryed
@cravenscience1
@physixism

Top Tweeters in G4:
@ncwnewman
@careersweek
@rebeccahritchie
@pharma_mty
@erickjr_silva
@eduolpe
@britpharmsoc
@carlkrx
@oxlepskills
@virtuallenna

Top Tweeters in G5:
@br24
@micfdp
@raevennz
@systemanalysen
@rc_kh
@ella_von_t
@nhilsi
@marcobuschmann
@elefantimraum2
@moogoonoog

Top Tweeters in G6:
@dkbghana
@ronyj16
@qripp
@uncle_thi
@kw3_kaalu
@spookythemaniac
@boison__
@mantseakai
@benmccupid
@junior_kwabi

Top Tweeters in G7:
@scalarhumanity
@irasocol
@markj_ohnson
@mighterbump
@jc_james_clark
@garym
@scas
@imsouthern
@edutopia
@dailystem

Top Tweeters in G8:
@flipgrid
@stem_nastics
@phetsims
@rickettsdeirdre
@jererita_wilson
@justteacheyy
@alliantgroup
@missquintanilla
@sarayrodrigu3z
@guillermolacom1

Top Tweeters in G9:
@nutritionrobot
@uamuireadhaigh
@educationbnb
@lessontoolbox
@univofstandrews
@twinklbeyond
@cadrek12
@hookean1
@lfsscotland
@greatscishare

Top Tweeters in G10:
@cornubiageol
@beartrust
@laelaps
@todrobbins
@deepseadawn
@nsta
@sluagh_sith
@middleweb
@usgs
@esri


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