#ITTMarketReview, Twitter, 12/5/2021 5:42:20 PM, 267644


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#ITTMarketReview Twitter NodeXL SNA Map and Report for Sunday, 05 December 2021 at 17:37 UTC
#ITTMarketReview Twitter NodeXL SNA Map and Report for Sunday, 05 December 2021 at 17:37 UTC
From:
TeacherToolkit
Uploaded on:
December 05, 2021
Short Description:
#ITTMarketReview via NodeXL https://bit.ly/3Ero1rX
@david_spendlove
@camedfac
@viv_ellis
@apf102
@geography_emma
@ehollisnasbtt
@englishspecial
@colinnwalker
@educationgovuk
@janroweljmu

Top hashtags:
#ittmarketreview
#ite
#itt
#networkanalysis
#eddchat
#teachbest

Description:
Description
The graph represents a network of 106 Twitter users whose recent tweets contained "#ITTMarketReview", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 05 December 2021 at 17:38 UTC.

The tweets in the network were tweeted over the 6-day, 0-hour, 13-minute period from Monday, 29 November 2021 at 17:04 UTC to Sunday, 05 December 2021 at 17:18 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 : 106
Unique Edges : 181
Edges With Duplicates : 80
Total Edges : 261
Number of Edge Types : 5
Replies to : 3
Retweet : 144
MentionsInRetweet : 78
Mentions : 13
Tweet : 23
Self-Loops : 24
Reciprocated Vertex Pair Ratio : 0
Reciprocated Edge Ratio : 0
Connected Components : 4
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 95
Maximum Edges in a Connected Component : 252
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.856072
Graph Density : 0.0176999101527403
Modularity : 0.402372
NodeXL Version : 1.0.1.447
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267643
Data Import : The graph represents a network of 106 Twitter users whose recent tweets contained "#ITTMarketReview", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 05 December 2021 at 17:38 UTC.

The tweets in the network were tweeted over the 6-day, 0-hour, 13-minute period from Monday, 29 November 2021 at 17:04 UTC to Sunday, 05 December 2021 at 17:18 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 : TwitterSearch
Graph Term : #ITTMarketReview
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:
[33] https://schoolsweek.co.uk/itt-reforms-could-spell-the-beginning-of-the-end-for-ofsted/
[23] https://www.educ.cam.ac.uk/news/statement-government-itt-review-report-2021/
[17] https://twitter.com/warwickmansell/status/1465624796788572165
[15] https://twitter.com/schoolsweek/status/1467368136634769415
[13] https://twitter.com/warwickmansell/status/1466422969639526415
[9] https://twitter.com/jackworthnfer/status/1466371916890087433
[7] https://twitter.com/NASBTT/status/1466020822850621443
[6] https://twitter.com/SchoolsWeek/status/1465981127122898945
[5] https://uonhistoryteachertraining.school.blog/2021/07/14/turning-on-the-head-of-a-pin-why-developing-agency-in-beginning-teachers-matters/
[5] https://uonhistoryteachertraining.school.blog/2021/08/11/education-not-training-the-uncomfortable-truth-about-effective-initial-teacher-education/

Top URLs in Tweet in G1:
[23] https://schoolsweek.co.uk/itt-reforms-could-spell-the-beginning-of-the-end-for-ofsted/
[12] https://twitter.com/schoolsweek/status/1467368136634769415
[7] https://twitter.com/warwickmansell/status/1466422969639526415
[7] https://twitter.com/warwickmansell/status/1465624796788572165
[6] https://twitter.com/jackworthnfer/status/1466371916890087433
[3] https://twitter.com/SchoolsWeek/status/1465981127122898945
[2] https://twitter.com/Janroweljmu/status/1466472676558618637
[1] https://www.nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266988
[1] https://www.educ.cam.ac.uk/news/statement-government-itt-review-report-2021/
[1] https://uonhistoryteachertraining.school.blog/2021/07/14/turning-on-the-head-of-a-pin-why-developing-agency-in-beginning-teachers-matters/

Top URLs in Tweet in G2:
[15] https://www.educ.cam.ac.uk/news/statement-government-itt-review-report-2021/
[4] https://schoolsweek.co.uk/itt-reforms-could-spell-the-beginning-of-the-end-for-ofsted/
[3] https://twitter.com/warwickmansell/status/1465624796788572165
[3] https://uonhistoryteachertraining.school.blog/2021/07/14/turning-on-the-head-of-a-pin-why-developing-agency-in-beginning-teachers-matters/
[3] https://uonhistoryteachertraining.school.blog/2021/08/11/education-not-training-the-uncomfortable-truth-about-effective-initial-teacher-education/
[2] https://twitter.com/samfr/status/1466374382226399234
[2] https://twitter.com/camedfac/status/1466408672045711361
[1] https://twitter.com/schoolsweek/status/1467368136634769415
[1] https://twitter.com/Janroweljmu/status/1466472676558618637
[1] https://twitter.com/warwickmansell/status/1466422969639526415

Top URLs in Tweet in G3:
[3] https://twitter.com/david_spendlove/status/1467157632410693636
[2] https://twitter.com/warwickmansell/status/1465624796788572165
[2] https://www.educ.cam.ac.uk/news/statement-government-itt-review-report-2021/
[2] https://schoolsweek.co.uk/itt-reforms-could-spell-the-beginning-of-the-end-for-ofsted/
[1] https://twitter.com/schoolsweek/status/1467368136634769415
[1] https://twitter.com/SchoolsWeek/status/1465981127122898945
[1] https://twitter.com/jackworthnfer/status/1466371916890087433
[1] https://twitter.com/warwickmansell/status/1466422969639526415
[1] https://uonhistoryteachertraining.school.blog/2021/07/14/turning-on-the-head-of-a-pin-why-developing-agency-in-beginning-teachers-matters/
[1] https://uonhistoryteachertraining.school.blog/2021/08/11/education-not-training-the-uncomfortable-truth-about-effective-initial-teacher-education/

Top URLs in Tweet in G4:
[5] https://www.educ.cam.ac.uk/news/statement-government-itt-review-report-2021/
[5] https://twitter.com/warwickmansell/status/1465624796788572165
[4] https://twitter.com/warwickmansell/status/1466422969639526415
[3] https://schoolsweek.co.uk/itt-reforms-could-spell-the-beginning-of-the-end-for-ofsted/
[1] https://twitter.com/schoolsweek/status/1467368136634769415
[1] https://twitter.com/SchoolsWeek/status/1465981127122898945
[1] https://twitter.com/jackworthnfer/status/1466371916890087433

Top URLs in Tweet in G5:
[7] https://twitter.com/NASBTT/status/1466020822850621443
[1] https://schoolsweek.co.uk/itt-reforms-could-spell-the-beginning-of-the-end-for-ofsted/

Top URLs in Tweet in G7:
[2] https://www.nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266988

Top URLs in Tweet in G9:
[1] https://twitter.com/OLewis_coaching/status/1465318596196798469

Top Domains
Top Domains in Tweet in Entire Graph:
[78] twitter.com
[33] co.uk
[23] ac.uk
[10] school.blog
[3] nodexlgraphgallery.org

Top Domains in Tweet in G1:
[37] twitter.com
[23] co.uk
[2] school.blog
[1] nodexlgraphgallery.org
[1] ac.uk

Top Domains in Tweet in G2:
[15] ac.uk
[12] twitter.com
[6] school.blog
[4] co.uk

Top Domains in Tweet in G3:
[9] twitter.com
[2] ac.uk
[2] co.uk
[2] school.blog

Top Domains in Tweet in G4:
[12] twitter.com
[5] ac.uk
[3] co.uk

Top Domains in Tweet in G5:
[7] twitter.com
[1] co.uk

Top Domains in Tweet in G7:
[2] nodexlgraphgallery.org

Top Domains in Tweet in G9:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[177] ittmarketreview
[16] ite
[16] itt
[3] networkanalysis
[3] eddchat
[2] teachbest



Top Hashtags in Tweet in G1:
[67] ittmarketreview
[2] ite
[2] itt
[1] networkanalysis
[1] eddchat

Top Hashtags in Tweet in G2:
[35] ittmarketreview
[6] ite
[6] itt
[2] teachbest

Top Hashtags in Tweet in G3:
[30] ittmarketreview
[2] ite
[2] itt

Top Hashtags in Tweet in G4:
[23] ittmarketreview

Top Hashtags in Tweet in G5:
[9] ittmarketreview

Top Hashtags in Tweet in G6:
[6] ittmarketreview
[6] itt
[6] ite

Top Hashtags in Tweet in G7:
[5] ittmarketreview
[2] networkanalysis
[2] eddchat

Top Hashtags in Tweet in G8:
[1] ittmarketreview

Top Hashtags in Tweet in G9:
[1] ittmarketreview

Top Words
Top Words in Tweet in Entire Graph:
[177] #ittmarketreview
[73] providers
[52] ofsted
[48] viv_ellis
[43] problematic
[41] remain
[39] ite
[37] response
[36] quality
[34] sector

Top Words in Tweet in G1:
[67] #ittmarketreview
[37] providers
[36] ofsted
[35] viv_ellis
[25] remain
[25] quality
[24] problematic
[23] confirming
[23] contents
[23] deeply

Top Words in Tweet in G2:
[35] #ittmarketreview
[18] response
[17] significant
[17] concerns
[16] modifications
[16] detail
[15] faculty's
[15] statement
[15] government
[15] consultation

Top Words in Tweet in G3:
[30] #ittmarketreview
[18] news
[15] providers
[11] read
[11] problematic
[10] good
[9] well
[9] revised
[9] morning
[9] extra

Top Words in Tweet in G4:
[23] #ittmarketreview
[15] ite
[9] sector
[8] dfe
[8] rest
[8] providers
[7] ofsted
[7] remain
[5] welcome
[5] huge

Top Words in Tweet in G5:
[14] response
[9] #ittmarketreview
[7] accreditation
[7] huge
[7] blow
[7] sector
[7] hopeful
[7] respects
[7] heard
[7] amendments

Top Words in Tweet in G6:
[6] yesterday
[6] release
[6] #ittmarketreview
[6] addressing
[6] guidance
[6] ongoing
[6] work
[6] itt
[6] providers
[6] country

Top Words in Tweet in G7:
[5] #ittmarketreview
[4] 11
[2] social
[2] #networkanalysis
[2] 60
[2] twitter
[2] users
[2] discussing
[2] period
[2] 18

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[33] viv_ellis,#ittmarketreview
[33] #ittmarketreview,confirming
[33] confirming,contents
[33] contents,remain
[33] remain,deeply
[33] deeply,problematic
[33] problematic,doubling
[33] doubling,down
[33] down,ofsted
[33] ofsted,inspections

Top Word Pairs in Tweet in G1:
[23] viv_ellis,#ittmarketreview
[23] #ittmarketreview,confirming
[23] confirming,contents
[23] contents,remain
[23] remain,deeply
[23] deeply,problematic
[23] problematic,doubling
[23] doubling,down
[23] down,ofsted
[23] ofsted,inspections

Top Word Pairs in Tweet in G2:
[17] significant,concerns
[15] faculty's,statement
[15] statement,government
[15] government,response
[15] response,#ittmarketreview
[15] #ittmarketreview,consultation
[15] consultation,available
[15] available,welcome
[15] welcome,modifications
[15] modifications,involved

Top Word Pairs in Tweet in G3:
[9] well,revised
[9] revised,#ittmarketreview
[9] #ittmarketreview,read
[9] read,morning
[9] morning,good
[9] good,news
[9] news,extra
[9] extra,prepare
[9] prepare,bad
[9] bad,news

Top Word Pairs in Tweet in G4:
[5] ite,sector
[4] cambridge,'we
[4] 'we,welcome
[4] welcome,opportunity
[4] opportunity,constructive
[4] constructive,dialogue
[4] dialogue,outstanding
[4] outstanding,matters
[4] matters,remain
[4] remain,addressed

Top Word Pairs in Tweet in G5:
[7] accreditation,huge
[7] huge,blow
[7] blow,sector
[7] sector,hopeful
[7] hopeful,respects
[7] respects,heard
[7] heard,amendments
[7] amendments,read
[7] read,response
[7] response,government

Top Word Pairs in Tweet in G6:
[6] yesterday,release
[6] release,#ittmarketreview
[6] #ittmarketreview,addressing
[6] addressing,guidance
[6] guidance,ongoing
[6] ongoing,work
[6] work,itt
[6] itt,providers
[6] providers,country
[6] country,#itt

Top Word Pairs in Tweet in G7:
[2] social,#networkanalysis
[2] #networkanalysis,60
[2] 60,twitter
[2] twitter,users
[2] users,discussing
[2] discussing,#ittmarketreview
[2] #ittmarketreview,period
[2] period,18
[2] 18,11
[2] 11,21

Top Replied-To
Top Replied-To in Entire Graph:
@tongemichael
@mattpy80

Top Replied-To in G1:
@tongemichael

Top Replied-To in G2:
@mattpy80

Top Mentioned
Top Mentioned in Entire Graph:
@viv_ellis
@educationgovuk
@walkerworcester
@uklabour
@bphillipsonmp
@lordjimknight
@ofstednews
@headsroundtable
@samtwiselton
@teachertapp

Top Mentioned in G1:
@viv_ellis
@educationgovuk
@walkerworcester
@uklabour
@bphillipsonmp

Top Mentioned in G2:
@viv_ellis
@educationgovuk
@walkerworcester

Top Mentioned in G3:
@viv_ellis
@educationgovuk
@ofstednews
@walkerworcester

Top Mentioned in G4:
@viv_ellis
@educationgovuk
@walkerworcester

Top Mentioned in G5:
@viv_ellis

Top Mentioned in G7:
@lordjimknight
@educationgovuk

Top Mentioned in G8:
@headsroundtable
@samtwiselton

Top Mentioned in G9:
@teachertapp

Top Tweeters
Top Tweeters in Entire Graph:
@positiveimagep
@teachertoolkit
@13scidave
@kennygfrederick
@swailesruth
@drrlofthouse
@theartcriminal
@john_stephens67
@colinnwalker
@etaknipsa

Top Tweeters in G1:
@positiveimagep
@kennygfrederick
@swailesruth
@theartcriminal
@john_stephens67
@etaknipsa
@hsps1shamac
@educationgovuk
@uklabour
@walkerworcester

Top Tweeters in G2:
@janroweljmu
@ruthabailey
@joanneshopping
@camedfac
@uonsoehistory
@killenp
@ucet_uk
@mattpy80
@karenmeanwell
@drdudley13

Top Tweeters in G3:
@colinnwalker
@apf102
@keith_turvey
@ofstednews
@allanag13
@rushtondr
@chrisharrikings
@ingledew_j
@madeleyhelen
@ramble14

Top Tweeters in G4:
@13scidave
@drrlofthouse
@warwickmansell
@davidaaldridge
@grahamjeffery
@damien_page
@englishspecial
@mhamlin1
@mrwbw
@terryhaydn

Top Tweeters in G5:
@ed_podesta
@geography_emma
@davidowensioe
@nasbtt
@philsmithcomms
@ehollisnasbtt
@htenuk

Top Tweeters in G6:
@hugheshaili
@iris_connect
@iris_founder
@vesna_irisc
@emmagardner1
@equisschoolcpd

Top Tweeters in G7:
@teachertoolkit
@freereed59
@lordjimknight

Top Tweeters in G8:
@samtwiselton
@keziah70
@headsroundtable

Top Tweeters in G9:
@dodiscimus
@teachertapp