#NestaEducation2019, Twitter, 2/28/2019 6:44:02 PM, 188610


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#NestaEducation2019_2019-02-28_10-23-55.xlsx
#NestaEducation2019_2019-02-28_10-23-55.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
February 28, 2019
Short Description:
#NestaEducation2019 via NodeXL http://bit.ly/2T3ebZD
@nesta_uk
@beckyfrancis7
@edtech_stories
@tes
@bavageunileeds
@mattsl
@futurelearn
@joysyj
@careerent
@cathy_boland

Top hashtags:
#nestaeducation2019
#ncw2019
#education
#computerscience
#creativity
#bigchange
#ai

Description:
Description
The graph represents a network of 471 Twitter users whose recent tweets contained "#NestaEducation2019", 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 Thursday, 28 February 2019 at 18:33 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 29-minute period from Tuesday, 19 February 2019 at 23:01 UTC to Thursday, 28 February 2019 at 18:31 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 : 471
Unique Edges : 875
Edges With Duplicates : 527
Total Edges : 1402
Self-Loops : 141
Reciprocated Vertex Pair Ratio : 0.0685959271168274
Reciprocated Edge Ratio : 0.128385155466399
Connected Components : 20
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 440
Maximum Edges in a Connected Component : 1365
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.044334
Graph Density : 0.00450377196548764
Modularity : 0.410669
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://media.nesta.org.uk/documents/Future_of_AI_and_education_v5_WEB.pdf
[5] https://www.nesta.org.uk/event/nesta-education-2019-shaping-future-shifting-system/
[3] https://twitter.com/nesta_uk/status/1101048365989748738
[3] https://www.tes.com/news/concept-character-education-offensive-working-class-says-leading-academic
[3] https://www.skillsbuilder.org/
[3] https://twitter.com/careersweek/status/1101044415953600513
[2] https://www.city-journal.org/html/lost-ghetto-12261.html
[2] https://www.eif.org.uk/
[2] https://twitter.com/careerent/status/1101055361992282112
[2] https://twitter.com/careersweek/status/1100380059909701633

Top URLs in Tweet in G1:
[1] https://www.nesta.org.uk/report/opportunity-lost-how-inventive-potential-squandered-and-what-do-about-it/
[1] https://www.nesta.org.uk/report/education-rebooted/
[1] https://www.nesta.org.uk/blog/ai-changing-world-who-will-change-ai/
[1] https://twitter.com/joysyj/status/1101121279346831364
[1] https://www.nesta.org.uk/feature/ten-predictions-2019/beginning-end-exams/
[1] https://www.nesta.org.uk/feature/future-curious/education/
[1] https://www.nesta.org.uk/project/future-ready-fund/
[1] https://www.nesta.org.uk/project/maths-mission/
[1] https://www.nesta.org.uk/data-visualisation-and-interactive/making-sense-skills/
[1] https://www.amazon.co.uk/l/B07HRVMBP4/257-3717256-0388750?_encoding=UTF8&redirectedFromKindleDbs=true&rfkd=1&shoppingPortalEnabled=true

Top URLs in Tweet in G2:
[5] https://media.nesta.org.uk/documents/Future_of_AI_and_education_v5_WEB.pdf
[2] https://www.tes.com/news/concept-character-education-offensive-working-class-says-leading-academic
[2] https://www.skillsbuilder.org/
[1] https://donaldclarkplanb.blogspot.com/search?q=character
[1] https://www.eif.org.uk/
[1] https://twitter.com/cleofatoo/status/1101063304456404993
[1] https://twitter.com/empathylabuk/status/1101079570369921024
[1] https://twitter.com/magrinielena/status/1101078047627849728
[1] https://home.edurio.com/uk-case-study
[1] https://twitter.com/nesta_uk/status/1101064247780495361

Top URLs in Tweet in G3:
[1] https://twitter.com/nesta_uk/status/1101080101951819777
[1] https://twitter.com/franklinscholar/status/1101060144669093888
[1] https://twitter.com/CU_Trust/status/1101079780450070530
[1] https://twitter.com/nesta_uk/status/1101048365989748738
[1] https://twitter.com/BradfordOppArea/status/1100787375129559040
[1] https://twitter.com/Fixperts/status/1101067992069271552
[1] https://twitter.com/essutherland/status/1101082992506740736
[1] https://www.nesta.org.uk/event/nesta-education-2019-shaping-future-shifting-system/
[1] https://www.theguardian.com/education/2019/feb/28/school-stockport-close-early-fridays-lack-funding?CMP=share_btn_tw
[1] https://twitter.com/imantweets_/status/1101098232204218370

Top URLs in Tweet in G4:
[3] https://twitter.com/careersweek/status/1101044415953600513
[2] https://twitter.com/careersweek/status/1100380059909701633
[2] https://twitter.com/careerent/status/1101055361992282112
[1] https://twitter.com/nesta_uk/status/1101083831610814464
[1] https://www.nesta.org.uk/event/nesta-education-2019-shaping-future-shifting-system/
[1] https://twitter.com/theasnow/status/1101095597250101248
[1] https://twitter.com/careersweek/status/1101042628957741056
[1] https://ncw2019.co.uk/
[1] https://www.unicef.org/innovation/UPSHIFT

Top URLs in Tweet in G5:
[2] https://www.city-journal.org/html/lost-ghetto-12261.html
[1] https://www.wired.com/2015/05/altschool/
[1] https://www.eif.org.uk/
[1] http://edutechstories.blogspot.com/2013/04/lessons-in-adversity-teaching-resilience.html
[1] http://www.theallianceframework.com
[1] http://knowledge.wharton.upenn.edu/article/leonardo-da-vinci-steve-jobs-benefits-misfit/
[1] https://www.youtube.com/watch?v=A3UTXsJzAj4

[1] https://www.youtube.com/watch?v=yYlTJFqVd08

[1] https://www.glasgowlive.co.uk/news/glasgow-news/almost-half-deprived-areas-glasgow-14910441
[1] http://edutechstories.blogspot.com/2015/09/developing-young-workforce-circle.html

Top URLs in Tweet in G6:
[2] https://www.nesta.org.uk/event/nesta-education-2019-shaping-future-shifting-system/
[1] https://medium.com/@WeAreInBeta/ofsteds-2019-curriculum-focus-the-opportunity-for-schools-a8b55d15367e
[1] https://www.skillsbuilder.org/
[1] https://www.centreforcities.org/publication/can-cities-outsmart-robots-future-skills-uk/

Top URLs in Tweet in G7:
[1] https://twitter.com/falkirkeastsyp/status/1101070891427995651
[1] http://fixing.education/films
[1] https://twitter.com/cathmurray_/status/1101063228908625920
[1] https://twitter.com/nesta_uk/status/1101048365989748738

Top URLs in Tweet in G9:
[1] https://www.harun-yahya.net/en/Eser-Tipi/240840/Darwinism-is-a-supersititous-belief-that-disparages-women
[1] https://twitter.com/jrashall/status/1101071289463255040
[1] https://twitter.com/nesta_uk/status/1101061255870205953
[1] https://twitter.com/tes/status/1101067814931255296
[1] http://www.acas.org.uk/index.aspx?articleid=3793

Top URLs in Tweet in G10:
[1] https://www.nesta.org.uk/event/nesta-education-2019-shaping-future-shifting-system/

Top Domains
Top Domains in Tweet in Entire Graph:
[38] twitter.com
[22] org.uk
[5] youtube.com
[4] blogspot.com
[4] co.uk
[3] tes.com
[3] skillsbuilder.org
[2] city-journal.org
[2] theguardian.com
[2] medium.com

Top Domains in Tweet in G1:
[8] org.uk
[4] twitter.com
[1] co.uk
[1] theguardian.com

Top Domains in Tweet in G2:
[6] org.uk
[4] twitter.com
[2] tes.com
[2] skillsbuilder.org
[1] blogspot.com
[1] edurio.com

Top Domains in Tweet in G3:
[8] twitter.com
[1] org.uk
[1] theguardian.com

Top Domains in Tweet in G4:
[10] twitter.com
[1] org.uk
[1] co.uk
[1] unicef.org

Top Domains in Tweet in G5:
[3] blogspot.com
[3] youtube.com
[2] city-journal.org
[2] co.uk
[1] wired.com
[1] org.uk
[1] theallianceframework.com
[1] upenn.edu
[1] twitter.com
[1] communitymanagerappreciationday.com

Top Domains in Tweet in G6:
[2] org.uk
[1] medium.com
[1] skillsbuilder.org
[1] centreforcities.org

Top Domains in Tweet in G7:
[3] twitter.com
[1] fixing.education

Top Domains in Tweet in G9:
[3] twitter.com
[1] harun-yahya.net
[1] org.uk

Top Domains in Tweet in G10:
[1] org.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[553] nestaeducation2019
[13] ncw2019
[12] education
[8] computerscience
[7] creativity
[7] bigchange
[6] ai
[4] genderbias
[4] diversity
[4] edtech



Top Hashtags in Tweet in G1:
[76] nestaeducation2019
[3] skillsbuilder
[1] futurecurious
[1] computerscience
[1] climateaction
[1] sdgs
[1] highereducation
[1] ai

Top Hashtags in Tweet in G2:
[197] nestaeducation2019
[4] creativity
[4] iwill
[3] arts
[3] culture
[2] socialmobility
[2] socialaction
[2] ai
[1] socialcapital
[1] alumnipower

Top Hashtags in Tweet in G3:
[71] nestaeducation2019
[3] generationdm
[2] franklinscholars
[2] feelgood
[2] headstartontour
[2] education
[2] nextgen
[1] arts
[1] culture
[1] creativity

Top Hashtags in Tweet in G4:
[60] nestaeducation2019
[12] ncw2019
[7] bigchange
[6] computerscience
[3] genderbias
[3] diversity
[3] edtech
[3] careers
[2] socialmobility
[2] exams

Top Hashtags in Tweet in G5:
[36] nestaeducation2019
[5] education
[2] lgbt
[2] broadereducation
[2] futureskills
[2] interdisciplinarity
[1] mieexpert
[1] creativity
[1] resilience
[1] vuca

Top Hashtags in Tweet in G6:
[24] nestaeducation2019
[1] sel
[1] aces
[1] measurewhatmatters
[1] traumainformed
[1] education
[1] students
[1] curriculum
[1] ukedchat
[1] edchat

Top Hashtags in Tweet in G7:
[19] nestaeducation2019
[1] citizenship
[1] education
[1] futurechangemakers
[1] design
[1] creativity
[1] stem
[1] social
[1] problemsolving
[1] brokennature

Top Hashtags in Tweet in G8:
[7] nestaeducation2019

Top Hashtags in Tweet in G9:
[16] nestaeducation2019
[2] education
[2] thursdaythoughts
[2] rarediseaseday
[2] thursdaymotivation
[1] jeremykyle
[1] thismorning
[1] staceyplaskett
[1] pumas
[1] exabytes19

Top Hashtags in Tweet in G10:
[7] nestaeducation2019
[3] ai

Top Words
Top Words in Tweet in Entire Graph:
[1044] Words in Sentiment List#1: Positive
[310] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[20738] Non-categorized Words
[22092] Total Words
[553] nestaeducation2019
[294] nesta_uk
[278] education
[182] future
[148] skills

Top Words in Tweet in G1:
[123] nesta_uk
[90] education
[76] nestaeducation2019
[58] future
[50] system
[31] skills
[30] ai
[26] exploring
[26] report
[24] fit

Top Words in Tweet in G2:
[197] nestaeducation2019
[83] beckyfrancis7
[72] education
[66] nesta_uk
[62] people
[61] young
[59] skills
[51] t
[51] need
[49] future

Top Words in Tweet in G3:
[71] nestaeducation2019
[30] nesta_uk
[26] people
[21] skills
[20] young
[20] education
[19] future
[17] creativity
[15] social
[15] andriazaf

Top Words in Tweet in G4:
[60] nestaeducation2019
[22] nesta_uk
[17] young
[15] education
[14] girls
[13] great
[13] cathy_boland
[12] need
[12] ncw2019
[11] joysyj

Top Words in Tweet in G5:
[36] nestaeducation2019
[15] nesta_uk
[14] education
[9] social
[8] tes
[7] one
[6] school
[6] schools
[5] system
[5] skills

Top Words in Tweet in G6:
[24] nestaeducation2019
[18] education
[10] hear
[9] nesta_uk
[9] make
[9] schools
[9] _bigeducation
[8] teachers
[8] new
[8] today

Top Words in Tweet in G7:
[19] nestaeducation2019
[17] education
[12] future
[12] those
[10] need
[10] nesta_uk
[8] falkirkeastsyp
[8] thisiskatlee
[7] develop
[7] technology

Top Words in Tweet in G8:
[13] futurelearn
[12] education
[9] future
[9] know
[9] fewer
[9] girls
[9] going
[9] computing
[9] university
[9] now

Top Words in Tweet in G9:
[16] nestaeducation2019
[5] education
[3] future
[3] system
[2] looking
[2] forward
[2] skills
[2] thursdaythoughts
[2] rarediseaseday
[2] thursdaymotivation

Top Words in Tweet in G10:
[7] nestaeducation2019
[7] miss_mcinerney
[7] ai
[6] report
[5] nesta_uk
[4] future
[4] schools
[4] education
[3] priyalakhani
[3] annapedroza

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[110] young,people
[105] education,system
[46] system,fit
[44] nesta_uk,nestaeducation2019
[41] beckyfrancis7,nestaeducation2019
[35] visual,summary
[33] social,mobility
[32] looking,forward
[31] education,summit
[30] getting,ready

Top Word Pairs in Tweet in G1:
[49] education,system
[24] system,fit
[20] visual,summary
[19] getting,ready
[19] ready,kick
[19] kick,education
[19] education,summit
[19] summit,exploring
[19] exploring,vision
[19] vision,education

Top Word Pairs in Tweet in G2:
[55] young,people
[23] education,system
[22] beckyfrancis7,nestaeducation2019
[16] becky,francis
[16] social,mobility
[16] schools,teach
[16] learn,elsewhere
[14] vocational,qualifications
[14] core,knowledge
[13] claudia,harris

Top Word Pairs in Tweet in G3:
[19] young,people
[12] social,emotional
[11] emotional,skills
[9] future,ready
[9] ready,fund
[7] education,system
[6] focus,social
[6] skills,up
[6] up,age
[6] age,5

Top Word Pairs in Tweet in G4:
[10] hjvernon,nestaeducation2019
[10] nesta_uk,nestaeducation2019
[9] young,people
[8] s,nearly
[8] nearly,here
[8] here,3
[8] 3,easy
[8] easy,ways
[8] ways,involved
[8] involved,1

Top Word Pairs in Tweet in G5:
[4] education,system
[4] shaundellenty,social
[4] social,rejection
[4] rejection,matter
[4] matter,cause
[4] cause,painful
[4] painful,even
[4] even,qualified
[4] qualified,psychologists
[4] psychologists,playing

Top Word Pairs in Tweet in G6:
[7] make,case
[6] social,emotional
[6] re,delighted
[6] delighted,leading
[6] leading,new
[6] new,oracy
[6] oracy,development
[6] development,programme
[6] programme,specifically
[6] specifically,teachers

Top Word Pairs in Tweet in G7:
[6] need,avoid
[6] avoid,future
[6] future,those
[6] those,develop
[6] develop,control
[6] control,technology
[6] technology,those
[6] those,merely
[6] merely,consume
[6] education,system

Top Word Pairs in Tweet in G8:
[9] know,fewer
[9] fewer,girls
[9] girls,going
[9] going,computing
[9] computing,university
[9] university,now
[9] now,30
[9] 30,years
[9] years,ago
[8] futurelearn,know

Top Word Pairs in Tweet in G9:
[3] education,system
[2] looking,forward
[2] rarediseaseday,thursdaymotivation
[2] david,lammy

Top Word Pairs in Tweet in G10:
[4] future,ai
[3] ai,schools
[3] annapedroza,surprisingly
[3] surprisingly,good
[3] good,report
[3] report,miss_mcinerney
[3] miss_mcinerney,new
[3] new,nesta_uk
[3] nesta_uk,education
[3] education,ai

Top Replied-To
Top Replied-To in Entire Graph:
@nesta_uk
@beckyfrancis7
@andriazaf
@thisiskatlee
@cress_research
@zoedennington
@magrinielena
@tristramhuntva
@luketryl
@khulisauk

Top Replied-To in G1:
@chrisatcoffice
@educateldn

Top Replied-To in G2:
@beckyfrancis7
@luketryl
@cress_research
@nesta_uk
@ofstednews
@claudia_harris
@sidmouthcollege

Top Replied-To in G3:
@tristramhuntva
@andriazaf
@mind_moose

Top Replied-To in G4:
@andriazaf

Top Replied-To in G5:
@nesta_uk
@thisiskatlee
@magrinielena
@zoedennington
@cleofatoo
@rustamovac
@shaundellenty
@rs_re_p4c_uk
@petert
@tutormate_uk

Top Replied-To in G6:
@khulisauk
@lizzierobinson3
@carpenter_rob

Top Replied-To in G7:
@thisiskatlee

Top Mentioned
Top Mentioned in Entire Graph:
@nesta_uk
@beckyfrancis7
@tes
@cathy_boland
@rondelle10_b
@joysyj
@luketryl
@andriazaf
@tristramhuntva
@careerent

Top Mentioned in G1:
@nesta_uk
@beckyfrancis7
@tassomai
@ofstednews
@careerent
@joysyj
@tes
@mirandamck
@tataeurope
@geoffmulgan

Top Mentioned in G2:
@beckyfrancis7
@nesta_uk
@tes
@luketryl
@ofstednews
@ioe_london
@geoffmulgan
@rondelle10_b
@alisonkriel
@mattsl

Top Mentioned in G3:
@nesta_uk
@andriazaf
@tristramhuntva
@helenodonnell6
@jedcinnamon
@cu_trust
@beckyfrancis7
@michaelslav
@lmanderson2
@franklinscholar

Top Mentioned in G4:
@nesta_uk
@cathy_boland
@joysyj
@hjvernon
@careersweek
@bigchange_
@rondelle10_b
@careerent
@lordjimknight
@ca

Top Mentioned in G5:
@nesta_uk
@shaundellenty
@edtech_stories
@jedcinnamon
@beckyfrancis7
@beyonderltd
@tristramhuntva
@xbox
@skype
@samconniff

Top Mentioned in G6:
@nesta_uk
@_bigeducation
@carpenter_rob
@imantweets_
@khulisauk
@voice21oracy
@nohighercalling
@lizzierobinson3
@bigpictureuk
@cathmurray_

Top Mentioned in G7:
@nesta_uk
@falkirkeastsyp
@thisiskatlee
@beckyfrancis7
@cmackiemsyp
@bec
@mirandamck
@officialsyp
@educationsyp
@riconnessioni

Top Mentioned in G8:
@futurelearn
@nesta_uk
@beckyfrancis7
@jedcinnamon

Top Mentioned in G10:
@miss_mcinerney
@nesta_uk
@priyalakhani
@annapedroza
@thisiscentury
@anneshenry
@beckyfrancis7

Top Tweeters
Top Tweeters in Entire Graph:
@juandoming
@frances_coppola
@calcaware
@nicochan33
@britanniacomms
@willshome
@xbox
@skype
@alstewitn
@raesnape

Top Tweeters in G1:
@frances_coppola
@britanniacomms
@maelorin
@thirdsectorlab
@a_f_r_o_w
@chrismo50s
@eduestwales
@historyanddigi
@muntma
@ali_crockford

Top Tweeters in G2:
@juandoming
@willshome
@raesnape
@rondelle10_b
@briansj3
@tes
@tonyparkin
@oliverquinlan
@tweetinchar
@theartcriminal

Top Tweeters in G3:
@altcoinbadger
@stevebunce
@educationgovuk
@thedblengtve
@v_and_a
@ons
@leedsunicareers
@teachfirst
@cu_trust
@michaelslav

Top Tweeters in G4:
@alstewitn
@newmanswords
@enterprisesbox
@careersweek
@ukyouth
@nlferries
@microsoftuk
@nceachaplain
@careerreadyuk
@skillandotcom

Top Tweeters in G5:
@xbox
@skype
@google
@shaundellenty
@phoole
@randycromwell
@rs_re_p4c_uk
@edtech_stories
@microsoftedu
@netflix

Top Tweeters in G6:
@khadij_s
@eastafricanmade
@bigpiclearning
@odysseytrust
@lizzierobinson3
@carpenter_rob
@voice21oracy
@khulisauk
@cathmurray_
@sallyannholt

Top Tweeters in G7:
@officialsyp
@sharongchiara
@hobbs_jo
@bec
@dred101
@lorenzobenussi
@jacknathanmoran
@fixperts
@cmackiemsyp
@falkirkeastsyp

Top Tweeters in G8:
@ahalim12
@rinnyssance
@nessylearning
@willbaforceltd
@futurelearn
@ayotadhiambo
@janejollyking
@carmachina
@lizchapmanarts
@dchft_research

Top Tweeters in G9:
@teknoteacher
@tokemonbro
@acas_nw
@maronixardwick
@naceuk
@clarkacey
@tusharseo
@fuz_d
@jaselnandha
@markformidablep

Top Tweeters in G10:
@calcaware
@a_weatherall
@miss_mcinerney
@petestarryid
@affiliyfuture1
@priyalakhani
@thisiscentury
@suehigg14199956


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