#teaching, Twitter, 9/28/2023 2:35:33 PM, 292646


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#teaching Twitter NodeXL SNA Map and Report for Thursday, 28 September 2023 at 02:44 UTC
#teaching Twitter NodeXL SNA Map and Report for Thursday, 28 September 2023 at 02:44 UTC
From:
marc_smith
Uploaded on:
September 28, 2023
Short Description:
#teaching via NodeXL https://bit.ly/46rbK4m
@tcea
@themerrillsedu
@srcrawford07
@canvaedu
@elisabostwick
@burgessdave
@mytowntutors
@bookcreatorapp
@seesaw
@mrsjwong

Top hashtags:
#teaching
#education
#learning
#teachers
#edutwitter
#school
#students
#teacher
#edtech

Description:
Description
The graph represents a network of 2,334 Twitter users whose recent tweets contained "#teaching", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/20/2023 7:44:49 PM and 9/27/2023 7:44:49 PM. The network was obtained from Twitter on Thursday, 28 September 2023 at 03:16 UTC.

The tweets in the network were tweeted over the 2075-day, 19-hour, 18-minute period from Sunday, 21 January 2018 at 07:00 UTC to Thursday, 28 September 2023 at 02:19 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 2334
Unique Edges : 2207
Edges With Duplicates : 1098
Total Edges : 3305
Number of Edge Types : 8
Tweet : 1184
Retweet : 985
Quote : 52
Replies to : 56
MentionsInRetweet : 303
Mentions : 610
MentionsInQuote : 47
MentionsInReplyTo : 68
Self-Loops : 1332
Reciprocated Vertex Pair Ratio : 0.0421865715983363
Reciprocated Edge Ratio : 0.080957810718358
Connected Components : 912
Single-Vertex Connected Components : 517
Maximum Vertices in a Connected Component : 347
Maximum Edges in a Connected Component : 615
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.355559
Graph Density : 0.000322117261702094
Modularity : 0.610012
NodeXL Version : 1.0.1.522
Data Import : The graph represents a network of 2,334 Twitter users whose recent tweets contained "#teaching", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/20/2023 7:44:49 PM and 9/27/2023 7:44:49 PM. The network was obtained from Twitter on Thursday, 28 September 2023 at 03:16 UTC.

The tweets in the network were tweeted over the 2075-day, 19-hour, 18-minute period from Sunday, 21 January 2018 at 07:00 UTC to Thursday, 28 September 2023 at 02:19 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
Graph Term : #teaching
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[88] https://sbee.link/deqw4gm9pf
[39] https://sbee.link/63fnrvcypt
[15] https://wlp.education/ioe/
[12] https://shorturl.at/ouRY5
[12] https://solo.to/unitedinchrist
[11] https://sbee.link/7n8th6v3cq
[11] https://vocabularyninja.co.uk/word-of-the-day/
[6] https://englishgcse.co.uk/search?type=product&q=poetry+free
[6] http://www.ccbf.org
[5] https://thegodblessgirl.blogspot.com/2022/12/good-books-and-videos-for-children.html

Top URLs in Tweet in G1:
[15] https://wlp.education/ioe/
[9] https://shorturl.at/ouRY5
[6] http://www.ccbf.org
[4] https://www.tes.com/teaching-resource/phonics-and-vocabulary-resources-12751788
[3] http://remnantprep.net
[3] http://secure.gradelink.com/1912/enrollment
[3] https://forms.gle/FFgCCk87WAG7XUq3A
[3] http://noidahometutor.com
[3] https://rebrand.ly/zfphv6i
[3] http://www.nexttimeimup.com

Top URLs in Tweet in G2:
[87] https://sbee.link/deqw4gm9pf
[37] https://sbee.link/63fnrvcypt
[11] https://sbee.link/7n8th6v3cq
[4] https://sbee.link/chea8xfqn3
[4] https://sbee.link/p8hm9gy3nw
[3] https://sbee.link/4n8a9dh37x
[3] https://sbee.link/7crqvntmg8
[3] https://sbee.link/dwkp6y8ajb
[3] https://sbee.link/pwgam3ct8e
[3] https://sbee.link/4eh7k8m6f9

Top URLs in Tweet in G3:
[3] https://trib.al/nuV1Wph
[2] https://www.themerrillsedu.com/contact-form
[2] https://youtu.be/JNPlgD29xFU?si=Ku74mvBg5rvHLfGc
[2] https://trib.al/uEltH1X
[2] https://trib.al/a58Kjyv
[2] https://trib.al/ZFUlgqC
[2] https://trib.al/OvDdG1p
[2] https://trib.al/C9l0yAU
[2] https://trib.al/G2zUrMr
[2] https://trib.al/ALGNAmm

Top URLs in Tweet in G4:
[1] https://masterteacher.net/four-times-when-students-need-us-to-be-on-high-alert/

Top URLs in Tweet in G5:
[1] https://www.amazon.co.uk/dp/B0CHKTDZKG/
[1] https://buff.ly/48bXQok
[1] https://www.exchangeteachertraining.com/choosing-us/who-we-are
[1] https://www.exchangeteachertraining.com/programme
[1] https://ow.ly/CjMY50POR8g

Top URLs in Tweet in G6:
[3] https://amazon.com/dp/B0CJ5XMP73/ref=sr_1_1?crid=1J7QZ2TSKEX5Z&keywords=housie+mousie+and+the+big+cheese&qid=1694834300&s=books&sprefix=housie+mousie+and+the+big+cheese%2Cstripbooks%2C141&sr=1-1

Top URLs in Tweet in G7:
[1] https://bitly.ws/TF7x

Top URLs in Tweet in G8:
[3] https://www.mytowntutors.com/educator-of-the-day/
[1] https://www.nyscate.org/NYSCATE/iCore/Events/Event_display.aspx?EventKey=CCWEBCAN2
[1] https://www.amazon.com/Take-L-P-Culture-Innovation/dp/1948334062/ref=sr_1_1?crid=1UOXFD31FDLM7&keywords=take+the+leap+bostwick&qid=1695408765&s=books&sprefix=take+the+leap+bostwick%2Cstripbooks%2C144&sr=1-1

Top URLs in Tweet in G9:
[3] https://bit.ly/450n32l
[1] https://bit.ly/3EQ2haW
[1] https://bit.ly/3Ry4GhX
[1] https://bit.ly/3ZsWHEV

Top Domains
Top Domains in Tweet in Entire Graph:
[174] sbee.link
[117] bit.ly
[56] co.uk
[56] trib.al
[44] buff.ly
[43] youtu.be
[30] lttr.ai
[26] ow.ly
[24] youtube.com
[23] tinyurl.com

Top Domains in Tweet in G1:
[49] bit.ly
[30] lttr.ai
[20] co.uk
[18] buff.ly
[17] youtu.be
[17] infl.tv
[17] wlp.education
[11] shorturl.at
[11] ow.ly
[11] tes.com

Top Domains in Tweet in G2:
[171] sbee.link
[5] bit.ly
[2] classtechtips.com
[2] tinyurl.com
[1] mailchi.mp
[1] hip-books.com
[1] shorturl.at
[1] buff.ly

Top Domains in Tweet in G3:
[56] trib.al
[7] hubs.la
[3] themerrillsedu.com
[3] youtu.be
[2] bit.ly
[1] sbee.link

Top Domains in Tweet in G4:
[1] masterteacher.net

Top Domains in Tweet in G5:
[2] exchangeteachertraining.com
[1] co.uk
[1] buff.ly
[1] ow.ly

Top Domains in Tweet in G6:
[3] amazon.com

Top Domains in Tweet in G7:
[1] bitly.ws

Top Domains in Tweet in G8:
[3] mytowntutors.com
[1] nyscate.org
[1] amazon.com

Top Domains in Tweet in G9:
[6] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2035] teaching
[573] education
[453] learning
[245] teachers
[209] edutwitter
[146] school
[130] students
[123] teacher
[118] edtech
[99] edchat



Top Hashtags in Tweet in G1:
[783] teaching
[258] education
[158] learning
[121] teachers
[89] students
[76] teacher
[59] school
[43] onlinelearning
[39] tutor
[39] schools

Top Hashtags in Tweet in G2:
[253] teaching
[154] edutwitter
[84] learning
[61] k12
[43] education
[37] literacy
[11] teachertwitter
[9] blendedlearning
[7] edtech
[6] edchat

Top Hashtags in Tweet in G3:
[75] teaching
[44] education
[40] edchat
[23] edtech
[18] learning
[15] ai
[13] teachertwitter
[12] frayermodel
[9] teachers
[7] interactiveclass

Top Hashtags in Tweet in G4:
[2] teaching
[1] edchat
[1] education
[1] educators
[1] students
[1] studentsupport
[1] teachers
[1] teachersoftwitter
[1] teachertwitter
[1] love

Top Hashtags in Tweet in G5:
[12] teaching
[3] gfsconference2023
[3] school
[3] governor
[3] education
[3] getintoteaching
[2] stem
[2] schools
[2] ect
[2] training

Top Hashtags in Tweet in G6:
[34] learning
[30] vocabulary
[29] grammar
[29] ingilizce
[29] vocab
[17] english
[17] englishlanguage
[17] learnenglish
[17] phraselverbs
[16] prepositions

Top Hashtags in Tweet in G7:
[20] geospatial
[20] datascience
[19] gis
[2] lectureship
[2] research
[2] teaching
[1] academic
[1] academicjobs

Top Hashtags in Tweet in G8:
[5] teaching
[4] education
[3] september
[3] backtoschool
[2] sketchnote
[2] tlap
[2] dbcincbooks
[2] leapeffect
[2] learning
[2] teachers

Top Hashtags in Tweet in G9:
[6] teaching
[3] learning
[3] education
[2] teachertwitter
[2] equity
[2] dei
[1] sat
[1] testing
[1] pressure
[1] stress

Top Hashtags in Tweet in G10:
[1] teachertwitter
[1] education
[1] growthmindset
[1] learning
[1] edchat
[1] teaching

Top Words
Top Words in Tweet in Entire Graph:
[2035] #teaching
[573] #education
[453] #learning
[350] teaching
[316] students
[262] tcea
[245] #teachers
[233] teacher
[209] #edutwitter
[204] learning

Top Words in Tweet in G1:
[783] #teaching
[258] #education
[158] #learning
[121] #teachers
[100] teaching
[89] #students
[76] #teacher
[73] learning
[65] students
[64] more

Top Words in Tweet in G2:
[257] tcea
[253] #teaching
[154] #edutwitter
[108] students
[90] search
[89] teacher
[87] camp
[87] engines
[87] safe
[87] research

Top Words in Tweet in G3:
[75] #teaching
[44] #education
[40] #edchat
[23] #edtech
[23] use
[22] teaching
[21] students
[20] themerrillsedu
[19] more
[18] #learning

Top Words in Tweet in G4:
[3] highest
[2] debryan96962349
[2] corner
[2] #teaching
[2] latest
[2] alert
[2] read
[2] newsletter
[2] mukulnandi1972
[2] need

Top Words in Tweet in G5:
[12] teacher
[12] training
[12] #teaching
[10] exchange
[8] partner
[7] second
[6] re
[6] delighted
[6] y2
[6] alongside

Top Words in Tweet in G6:
[34] #learning
[30] #vocabulary
[29] #vocab
[29] #ingilizce
[29] #grammar
[27] evrenkntenglish
[17] #englishlanguage
[17] #learnenglish
[17] #phraselverbs
[17] #english

Top Words in Tweet in G7:
[20] apply
[20] #datascience
[20] #geospatial
[19] #gis
[19] permanent
[18] few
[18] american
[18] anahidbasiri
[18] lectureship
[18] system

Top Words in Tweet in G8:
[5] #teaching
[4] #education
[3] take
[3] join
[3] #september
[3] julieporterec
[3] amazing
[3] week
[3] leap
[3] webinar

Top Words in Tweet in G9:
[6] more
[6] #teaching
[4] money
[3] equity
[3] know
[3] #learning
[3] training
[3] better
[3] time
[3] schools

Top Words in Tweet in G10:
[7] reflection
[4] self
[3] felicia131
[3] brownwarrens
[3] education
[3] tools
[3] #206
[3] use
[3] fdwhite02
[3] tips

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[211] #teaching,#learning
[99] #teaching,#edutwitter
[97] #education,#teaching
[88] websites,students
[88] camp,#teaching
[88] research,websites
[88] reboot,camp
[88] engines,research
[88] teacher,reboot
[88] safe,search

Top Word Pairs in Tweet in G1:
[42] #education,#teaching
[40] #teaching,#learning
[35] #onlinelearning,#students
[33] #students,#teachers
[33] #tuition,#onlinelearning
[31] #studying,#teaching
[30] #teaching,#education
[30] #education,#tuition
[28] #teaching,#tutor
[28] #learning,#studying

Top Word Pairs in Tweet in G2:
[93] #teaching,#edutwitter
[87] search,engines
[87] research,websites
[87] websites,students
[87] safe,search
[87] camp,#teaching
[87] reboot,camp
[87] students,teacher
[87] engines,research
[87] teacher,reboot

Top Word Pairs in Tweet in G3:
[19] #teaching,#education
[15] use,teaching
[14] graphic,organizers
[12] checked,graphic
[12] missing,#frayermodel
[12] organizers,missing
[12] haven't,checked
[12] #frayermodel,perfect
[11] bookcreatorapp,haven't
[10] #teaching,#edchat

Top Word Pairs in Tweet in G4:
[2] runclouds,ladywiseworld
[2] debryan96962349,lisatruthjohns
[2] high,alert
[2] times,students
[2] lisatruthjohns,reeves5150
[2] corner,newsletter
[2] mukulnandi1972,runclouds
[2] alert,read
[2] need,high
[2] article,corner

Top Word Pairs in Tweet in G5:
[12] teacher,training
[10] exchange,teacher
[6] y2,conference
[6] townprimary,second
[6] ect,y2
[6] second,ect
[6] inspirational,keynote
[6] honeybone,townprimary
[6] re,delighted
[6] welcome,helena

Top Word Pairs in Tweet in G6:
[29] #ingilizce,#vocab
[29] #grammar,#ingilizce
[29] #vocabulary,#grammar
[28] #vocab,#learning
[15] #learning,#learnenglish
[15] #prepositions,#proverb
[15] #proverb,#idioms
[14] evrenkntenglish,#english
[14] #speakenglish,#vocabulary
[14] #vocabulaire,#vocabulary

Top Word Pairs in Tweet in G7:
[20] #geospatial,#datascience
[19] apply,permanent
[18] #datascience,#gis
[18] lectureship,#geospatial
[18] few,days
[18] #gis,american
[18] permanent,lectureship
[18] days,apply
[18] american,system
[17] system,woul

Top Word Pairs in Tweet in G8:
[3] accounts,week
[3] week,#teaching
[3] #education,accounts
[3] #teaching,#backtoschool
[3] take,leap
[2] culture,innovation
[2] ignite,culture
[2] #tlap,#dbcincbooks
[2] beautifully,brings
[2] leap,ignite

Top Word Pairs in Tweet in G9:
[3] training,lead
[3] better,teaching
[3] learning,schools
[3] more,learning
[3] equity,training
[3] schools,know
[3] lead,better
[3] teaching,more
[2] sat,shorter
[2] works,waste

Top Word Pairs in Tweet in G10:
[4] self,reflection
[3] felicia131,fdwhite02
[3] tips,#206
[3] reflection,tips
[3] education,reflection
[3] use,promote
[3] reflection,brownwarrens
[3] brownwarrens,felicia131
[3] #206,tools
[3] tools,use

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@whitworthtin4
@evrenkntenglish
@themerrillsedu
@qtpiofficial
@anahidbasiri
@canva
@bookcreatorapp
@techlearning
@niche_canada

Top Mentioned in G1:
@historyviewvr
@scccliberalks
@freshinkgroup
@storytherapy
@takapi_labo
@mdjaforiqbaliu
@simon_haugh
@headteachernews
@senployjobsite

Top Mentioned in G2:
@tcea
@whitworthtin4
@tceajmg
@catlin_tucker
@classtechtips
@jmattmiller
@meredithakers
@preimers
@drbruceellis
@tankhuynh

Top Mentioned in G3:
@themerrillsedu
@canva
@bookcreatorapp
@techlearning
@microsoftflip
@wakelet
@canvaedu
@seesaw
@screencastify
@brholland

Top Mentioned in G4:
@debryan96962349
@lisatruthjohns
@reeves5150
@mukulnandi1972
@runclouds
@ladywiseworld
@1228erin
@masterteacher
@mohdmuzzammilk
@arunbhar

Top Mentioned in G5:
@townprimary
@exchangethub
@exceedlp
@schoolgovnet
@impacted_tweets
@cel_ioe
@exchangeitt
@brayleyoctavia
@stemlearninguk

Top Mentioned in G6:
@evrenkntenglish
@cambridgeeng
@birdwriter7

Top Mentioned in G7:
@anahidbasiri
@uofgges
@uofglasgow

Top Mentioned in G8:
@julieporterec
@nyscate
@canvaedu
@elisabostwick
@dederittman
@icivics
@techminock
@burgessdave
@forteachersonly
@patrickmlarkin

Top Mentioned in G9:
@joanneleejacobs
@adammgrant
@perpbaffour
@arnetttom
@digitalpromise
@matteo_wong
@jessesingal
@vodkapundit
@esanzi
@rickhess99

Top Mentioned in G10:
@brownwarrens
@felicia131
@fdwhite02
@jjjj821
@ms_sfruth
@casas_jimmy
@raehughart
@drescigno
@digitalpd4you

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@birdwriter7
@okrogules
@lesleyannirvin1
@tbgtnt
@saltedbayonet
@wagjuer
@laurettamylove
@nytimes
@karijoys

Top Tweeters in G1:
@aymanfadel
@nick_chater
@christianstormp
@yoiness
@yomelijah
@jhengstler
@mzladythalady
@brettatipton
@asegar
@rosaisiah

Top Tweeters in G2:
@gdorn1
@jcorippo
@cecilia_bocking
@urbie
@tarafarah7
@jmattmiller
@classtechtips
@jenniferagates
@spencerideas
@goldenapplefoun

Top Tweeters in G3:
@microsoftflip
@canva
@doinktweets
@tishrich
@seesaw
@hiroyuki_tameda
@mrnunesteach
@microsoftedu
@bing
@wakelet

Top Tweeters in G4:
@marshawright
@laurettamylove
@karijoys
@lovegoldenheart
@batrak9
@mysticwolf14
@eldiablo0786
@cherylcorless41
@purposefulact
@reeves5150

Top Tweeters in G5:
@ucas_online
@proudheadteach1
@educationgovuk
@charteredcoll
@waleshigh
@teachfirst
@lidc_uk
@stemlearninguk
@berycenixon
@schoolgovnet

Top Tweeters in G6:
@birdwriter7
@wagjuer
@adeyemoadekunl2
@procomsathish
@durgesh59612678
@ludcan
@lunarstuff
@patri2412
@soniasalga54353
@evrenkntenglish

Top Tweeters in G7:
@dianecoyle1859
@uofgvc
@jirzii
@uofglasgow
@boardman_claire
@tim_morrissey
@digitalurban
@uofgges
@j_p_albuquerque
@umara8

Top Tweeters in G8:
@shiftparadigm
@burgessdave
@teachercast
@angelamaiers
@mytowntutors
@chrisquinn64
@patrickmlarkin
@principalspage
@dederittman
@icivics

Top Tweeters in G9:
@esanzi
@jessesingal
@joanneleejacobs
@digitalpromise
@vodkapundit
@rickhess99
@rbnlake
@ckvandevelde
@teshleyl
@adammgrant

Top Tweeters in G10:
@teacher2teacher
@casas_jimmy
@raehughart
@brownwarrens
@nratwatte
@liviachanl
@jjjj821
@drescigno
@fdwhite02
@digitalpd4you


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