scienceteacher, Twitter, 7/2/2022 1:13:41 AM, 278885


FAQ | Problem?

scienceteacher_2022-07-01_17-55-12.xlsx
scienceteacher_2022-07-01_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 02, 2022
Short Description:
scienceteacher via NodeXL https://bit.ly/3P2hKYF
@paul_sciteach
@educationbnb
@sciencebuddies
@hookean1
@myscienceboutiq
@this0499154500
@2seetheglobe
@jc_james_clark
@k12prospects
@markj_ohnson

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

Description:
Description
The graph represents a network of 1,775 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, 02 July 2022 at 00:59 UTC.

The requested start date was Saturday, 02 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 121-day, 14-hour, 2-minute period from Tuesday, 01 March 2022 at 08:40 UTC to Thursday, 30 June 2022 at 22:43 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 : 1775
Unique Edges : 968
Edges With Duplicates : 3657
Total Edges : 4625
Number of Edge Types : 5
Mentions : 748
Retweet : 1204
MentionsInRetweet : 1493
Tweet : 1112
Replies to : 68
Self-Loops : 1134
Reciprocated Vertex Pair Ratio : 0.0547293277810827
Reciprocated Edge Ratio : 0.103778905809363
Connected Components : 421
Single-Vertex Connected Components : 214
Maximum Vertices in a Connected Component : 541
Maximum Edges in a Connected Component : 2139
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.051402
Graph Density : 0.000563062705432142
Modularity : 0.391633
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,775 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, 02 July 2022 at 00:59 UTC.

The requested start date was Saturday, 02 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 121-day, 14-hour, 2-minute period from Tuesday, 01 March 2022 at 08:40 UTC to Thursday, 30 June 2022 at 22:43 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:
[19] https://www.coresciences.co.uk/
[18] https://myscienceboutique.com/product/science-jewelry-dna-earrings/
[16] https://www.edvotek.com/origami-organelles
[15] https://www.sciencebuddies.org/fluor-challenge-2022?from=TW
[13] https://www.goodnewsnetwork.org/
[13] https://myscienceboutique.com/product/trendy-science-socks-bioinformatics-heatmap-pattern/
[12] https://myscienceboutique.com/product/earth-pattern-socks/
[12] https://www.shorturl.at/eqF47
[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/

Top URLs in Tweet in G1:
[13] https://www.goodnewsnetwork.org/
[8] https://www.etsy.com/listing/696099120
[6] 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
[2] https://parrswood.manchester.sch.uk/Vacancies/

Top URLs in Tweet in G2:
[1] https://www.tes.com/teaching-resource/resource-12673429
[1] https://drive.google.com/drive/folders/1m6HnbHhnXLYXlmzxVeoe-qC-hZQ5Cubu?usp=sharing

Top URLs in Tweet in G3:
[19] https://www.coresciences.co.uk/
[17] 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/
[11] https://myscienceboutique.com/product/earth-pattern-socks/
[10] https://myscienceboutique.com/product/chemistry-is-my-dna-biology-science-unisex-regular-fit-t-shirt/
[8] https://www.sciencebuddies.org/blog/may4-star-wars-stem?from=TW
[8] https://myscienceboutique.com/product/trendy-science-socks-pi-math-design/
[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/

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 G5:
[2] https://www.browndoggadgets.com/pages/ebooks
[1] 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
[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
[1] https://learn.browndoggadgets.com/Guide/X-Wing+Card/116?lang=en
[1] https://learn.browndoggadgets.com/Guide/Switch+-+Cardboard+Knife+Switch/203?lang=en
[1] https://learn.browndoggadgets.com/Guide/The+Instant+Star+Guitar/441?lang=en
[1] https://ngss.kognity.com/interactive-demo/

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:
[8] https://www.iwasakid.com/
[1] https://twitter.com/schmidtocean/status/1499718549270523905
[1] https://www.npr.org/transcripts/594907805
[1] https://www.nsta.org/chicago22
[1] https://survey.alchemer.com/s3/6801384/Registration-Form
[1] https://twitter.com/middleweb/status/1511489360050466816

Top URLs in Tweet in G10:
[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://myscienceboutique.com/product/earth-pattern-socks/
[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/

Top Domains
Top Domains in Tweet in Entire Graph:
[196] myscienceboutique.com
[108] co.uk
[92] sciencebuddies.org
[84] twitter.com
[74] origamiorganelles.com
[40] teacherspayteachers.com
[34] etsy.com
[33] instagram.com
[33] youtube.com
[23] zazzle.com

Top Domains in Tweet in G1:
[19] instagram.com
[18] twitter.com
[14] etsy.com
[13] goodnewsnetwork.org
[12] co.uk
[7] google.com
[6] cultofpedagogy.com
[5] aplitrak.com
[4] youtube.com
[3] bnbd24.com

Top Domains in Tweet in G2:
[1] tes.com
[1] google.com

Top Domains in Tweet in G3:
[191] myscienceboutique.com
[86] sciencebuddies.org
[30] co.uk
[7] youtube.com
[7] etsy.com
[4] eschoolnews.com
[4] nodexlgraphgallery.org
[3] bit.ly
[2] page.link
[2] mimio.com

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

Top Domains in Tweet in G5:
[8] browndoggadgets.com
[1] k12prospects.com
[1] twitter.com
[1] kognity.com
[1] google.com

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

Top Domains in Tweet in G9:
[8] iwasakid.com
[2] twitter.com
[1] npr.org
[1] nsta.org
[1] alchemer.com

Top Domains in Tweet in G10:
[46] co.uk
[4] instagram.com
[4] twitter.com
[3] youtube.com
[1] myscienceboutique.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1576] scienceteacher
[410] science
[326] stem
[131] sciencestudent
[125] teacher
[124] fashion
[113] edutwitter
[113] phd
[106] reciprocalreading
[98] sciencetwitter



Top Hashtags in Tweet in G1:
[397] scienceteacher
[90] scienceteaching
[89] scienceactivities
[89] sciencestations
[89] sciencecenters
[88] sciencegames
[86] texasscienceteacher
[85] handsonscience
[83] teacher
[77] teachersfollowteachers

Top Hashtags in Tweet in G2:
[103] reciprocalreading
[60] scienceclub
[6] scienceteacher
[5] physics
[5] physicsteacher
[4] edutwitter
[1] ffbwednesday
[1] science
[1] literacy
[1] reading

Top Hashtags in Tweet in G3:
[273] scienceteacher
[250] stem
[223] science
[122] fashion
[119] sciencestudent
[113] phd
[78] sciencetwitter
[77] scicom
[76] myscienceboutique
[76] academictwitter

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:
[22] classroommanagement
[13] scienceteacher
[11] microbit
[11] edtech
[8] stemed
[8] makerspace
[8] stem
[6] edtechchat
[4] makerspaces
[3] diy

Top Hashtags in Tweet in G6:
[1] querdullissohohl
[1] troll
[1] block

Top Hashtags in Tweet in G7:
[11] scienceteacher
[10] onlineexam
[1] solagratia
[1] internationalteacher
[1] ghana

Top Hashtags in Tweet in G8:
[18] 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:
[15] scienceteacher
[6] scienceclass
[5] scienceteachers
[4] nsta22
[3] sciart
[3] nsta
[2] scicomm
[2] sciencecomics
[2] sciencestudent
[2] sciencecomic

Top Hashtags in Tweet in G10:
[61] scienceteacher
[41] edutwitter
[19] teachers
[10] jobsearch
[8] physics
[8] science
[7] teachertwitter
[6] chemistryteacher
[6] britishscienceweek
[6] britishscienceweek2022

Top Words
Top Words in Tweet in Entire Graph:
[1574] #scienceteacher
[857] science
[415] #science
[326] #stem
[298] teacher
[225] website
[214] students
[192] school
[166] paul_sciteach
[159] more

Top Words in Tweet in G1:
[396] #scienceteacher
[134] science
[90] #scienceteaching
[89] #scienceactivities
[89] #sciencestations
[89] #sciencecenters
[88] #sciencegames
[86] #texasscienceteacher
[85] #handsonscience
[83] #teacher

Top Words in Tweet in G2:
[161] paul_sciteach
[104] people
[103] few
[103] requests
[103] #reciprocalreading
[103] sheets
[103] decided
[103] easier
[103] create
[103] google

Top Words in Tweet in G3:
[273] #scienceteacher
[250] #stem
[234] science
[226] #science
[199] website
[122] #fashion
[119] #sciencestudent
[113] #phd
[100] myscienceboutiq
[78] #sciencetwitter

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:
[41] browndoggadgets
[27] free
[24] working
[23] used
[23] resources
[22] circuits
[22] teachers
[22] ask
[22] #classroommanagement
[22] harry

Top Words in Tweet in G6:
[30] scienceteacher
[15] science63424214
[12] _martinhagen
[9] frau_lange
[9] br24
[9] francislreid
[8] mumisthebest2
[8] principal
[6] die
[5] put

Top Words in Tweet in G7:
[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 G8:
[18] #scienceteacher
[11] hisd_elemsci
[9] rickettsdeirdre
[7] bostonwhitnee
[7] sarayrodrigu3z
[5] scienceismyjam1
[4] day
[4] hi
[4] friends
[4] #houston

Top Words in Tweet in G9:
[15] #scienceteacher
[12] science
[10] nsta
[8] answers
[7] iwasakidsteam
[6] #scienceclass
[6] teaching
[5] know
[5] comics
[5] free

Top Words in Tweet in G10:
[61] #scienceteacher
[46] science
[41] #edutwitter
[26] school
[26] looking
[26] teacher
[22] team
[19] #teachers
[17] apply
[15] scalby

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[185] website,#science
[119] #science,#sciencestudent
[110] science,teacher
[110] #scienceteacher,#stem
[106] few,requests
[106] requests,#reciprocalreading
[106] #reciprocalreading,sheets
[106] sheets,people
[106] people,decided
[106] decided,easier

Top Word Pairs in Tweet in G1:
[89] #scienceteacher,#scienceteaching
[89] #scienceteaching,#scienceactivities
[89] #scienceactivities,#sciencestations
[88] #sciencestations,#sciencegames
[88] #sciencegames,#sciencecenters
[85] #sciencecenters,#texasscienceteacher
[67] #iteachscience,#handsonscience
[66] #texasscienceteacher,#iteachscience
[62] #handsonscience,#teacherspayteachers
[62] #teacherspayteachers,#teachersfollowteachers

Top Word Pairs in Tweet in G2:
[103] few,requests
[103] requests,#reciprocalreading
[103] #reciprocalreading,sheets
[103] sheets,people
[103] people,decided
[103] decided,easier
[103] easier,create
[103] create,google
[103] google,drive
[102] paul_sciteach,few

Top Word Pairs in Tweet in G3:
[180] website,#science
[116] #science,#sciencestudent
[100] #scienceteacher,#stem
[88] #sciencestudent,#scienceteacher
[76] #stem,#scicom
[70] #sciencetwitter,#academictwitter
[70] #academictwitter,#gradschool
[67] #lovescience,#phd
[63] shirt,website
[62] #science,#fashion

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:
[22] working,teachers
[22] teachers,ask
[22] ask,resources
[22] resources,#classroommanagement
[22] #classroommanagement,used
[22] used,harry
[22] harry,wong
[21] wilkinson_stem,working
[21] wong,youtube
[20] paper,circuits

Top Word Pairs in Tweet in G6:
[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 G7:
[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 G8:
[6] 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] hisd_elemsci,rickettsdeirdre

Top Word Pairs in Tweet in G9:
[5] know,comics
[5] comics,free
[5] free,downloads
[5] downloads,#scienceteachers
[5] #scienceteachers,#scienceclass
[5] #scienceclass,#scienceteacher
[4] kind,engineering
[4] engineering,factors
[4] factors,penguins
[4] penguins,ice

Top Word Pairs in Tweet in G10:
[21] looking,teacher
[18] #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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@paul_sciteach
@myscienceboutiq
@sciencebuddies
@britpharmsoc
@1achabu
@browndoggadgets
@stacilynchoer
@angieshandmade1
@wilkinson_stem
@scienceteacher

Top Mentioned in G1:
@jit_official_
@teacheslana
@you_click_it
@sciteacheraward
@pburkevt
@benking01

Top Mentioned in G2:
@paul_sciteach
@physicsmansam
@mrts_nqts
@mrsbbiology24

Top Mentioned in G3:
@myscienceboutiq
@sciencebuddies
@fluorcorp
@b0tsci
@this0499154500
@facts_reasons
@elinapfister
@ourspace_future
@stem_ai
@jonterlee

Top Mentioned in G4:
@britpharmsoc

Top Mentioned in G5:
@browndoggadgets
@wilkinson_stem
@instructables
@kognityed
@k12prospects
@dailystem
@mrshowell24

Top Mentioned in G6:
@scienceteacher
@_martinhagen
@frau_lange
@br24
@francislreid
@mumisthebest2
@tobiaseisenhut
@raevennz
@science63424214
@marcobuschmann

Top Mentioned in G7:
@1achabu

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

Top Mentioned in G9:
@nsta
@iwasakidsteam
@doodlebugkry
@hri_stem
@agu_scicomm
@thejr
@stemjep
@uscviterbistem
@schmidtocean
@deepseadawn

Top Mentioned in G10:
@scalbyschool
@teachyorkscoast
@eskdale_school
@scarboroughutc
@cadrek12
@amandalatasha
@letterspresci
@cc_whitby
@nyccjobs
@hookean1

Top Tweeters
Top Tweeters in Entire Graph:
@animatorspal
@ronaldclarke
@freeboostpromo
@johnapp63499667
@codewithtwitchi
@education_24x7
@botsecx
@naturecutstags
@ricardo_ik_ahau
@ericmoo91919605

Top Tweeters in G1:
@woodentek
@benking01
@craftymcclever
@quietlionness
@newsbangla24com
@lupieteacher
@drjtms
@rolat
@historycomics
@info24bd

Top Tweeters in G2:
@alwayslearnweb
@rosepillay1
@moms4edfreedom
@1in5advocacy
@quarecuttie
@headofenglish
@alan_rowse
@reelresearch
@hodandheart
@mel_mwicks

Top Tweeters in G3:
@animatorspal
@botsecx
@ricardo_ik_ahau
@satyajit1910
@davidbflower
@intrinsicgames
@nine___hundred
@b0tsci
@rdene915
@hart_engel

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

Top Tweeters in G5:
@scalarhumanity
@markj_ohnson
@mighterbump
@scas
@imsouthern
@dailystem
@naomiharm
@instructables
@raster
@mrshowell24

Top Tweeters in G6:
@br24
@ilsepupilse
@micfdp
@raevennz
@systemanalysen
@ella_von_t
@rc_kh
@nhilsi
@elefantimraum2
@luckmann2008

Top Tweeters in G7:
@dkbghana
@ronyj16
@qripp
@uncle_thi
@kw3_kaalu
@spookythemaniac
@boison__
@mantseakai
@benmccupid
@junior_kwabi

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

Top Tweeters in G9:
@cornubiageol
@beartrust
@laelaps
@todrobbins
@deepseadawn
@nsta
@sluagh_sith
@middleweb
@usgs
@amnh

Top Tweeters in G10:
@nutritionrobot
@uamuireadhaigh
@educationbnb
@lessontoolbox
@univofstandrews
@twinklbeyond
@cadrek12
@hookean1
@greatscishare
@lfsscotland