#altc, Twitter, 8/29/2019 2:35:16 PM, 208079


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#altc_2019-08-29_07-26-53.xlsx
#altc_2019-08-29_07-26-53.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 29, 2019
Short Description:
#altc via NodeXL http://bit.ly/2zs4ojl
@a_l_t
@warwicklanguage
@lthechat
@marendeepwell
@leefallin
@sfaulknerpando
@francesbell
@hopkinsdavid
@santanuvasant
@chrislearntech

Top hashtags:
#altc
#lthechat
#edtech
#openedsig
#femedtech
#cmalt
#accessibility

Description:
Description
The graph represents a network of 410 Twitter users whose recent tweets contained "#altc", 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, 29 August 2019 at 14:28 UTC.

The tweets in the network were tweeted over the 9-day, 7-hour, 18-minute period from Tuesday, 20 August 2019 at 06:51 UTC to Thursday, 29 August 2019 at 14:09 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 : 410
Unique Edges : 1063
Edges With Duplicates : 1099
Total Edges : 2162
Self-Loops : 189
Reciprocated Vertex Pair Ratio : 0.133567662565905
Reciprocated Edge Ratio : 0.235658914728682
Connected Components : 23
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 383
Maximum Edges in a Connected Component : 2134
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.80729
Graph Density : 0.00769276641421671
Modularity : 0.342307
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://lthechat.com/2019/08/21/special-altc-edition-of-lthechat-28-august-2019-8pm/
[17] https://altc.alt.ac.uk/2019/awardsvoting/
[11] https://twitter.com/LTHEchat/status/1164115347324231681
[10] http://femedtech.net/published/data-dialogue-and-doing-in-femedtech-values-development/
[10] https://altc.alt.ac.uk/2019/news/guest-post-virtual-participation-at-altc19-by-frances-bell/
[8] https://altc.alt.ac.uk/2019/
[8] https://www.alt.ac.uk/news/all_news/call-papers-research-learning-technology-special-collection-mobile-mixed-reality-0
[6] https://media.ed.ac.uk/media/1_8635rogy
[5] http://dlvr.it/RBl2RH
[5] http://dlvr.it/RC2bgv

Top URLs in Tweet in G1:
[19] https://lthechat.com/2019/08/21/special-altc-edition-of-lthechat-28-august-2019-8pm/
[8] https://twitter.com/LTHEchat/status/1164115347324231681
[3] https://education.microsoft.com/
[3] http://blog.edtechie.net/category/25yearsedtech/
[2] http://dlvr.it/RC2bgv
[2] https://voiced.ca/gettin-air/
[2] https://altc.alt.ac.uk/2019/news/guest-post-virtual-participation-at-altc19-by-frances-bell/?utm_content=bufferb79aa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/LTHEchat/status/1166787551128162304
[2] https://altc.alt.ac.uk/2019/awardsvoting/
[2] https://twitter.com/LTHEchat/status/1166789943957577728

Top URLs in Tweet in G2:
[7] https://www.alt.ac.uk/news/all_news/call-papers-research-learning-technology-special-collection-mobile-mixed-reality-0
[5] https://altc.alt.ac.uk/2019/news/guest-post-virtual-participation-at-altc19-by-frances-bell/
[5] https://myshowcase.me/
[4] https://www.alt.ac.uk/about-alt/how-we-are-governed/agm
[3] http://dlvr.it/RBl2RH
[3] http://dlvr.it/RBl2Py
[3] https://openbadges.me/
[3] https://altc.alt.ac.uk/2019/
[3] https://twitter.com/EmpowerWithTech/status/1164931148209954819
[2] http://dlvr.it/RC63Xq

Top URLs in Tweet in G3:
[2] http://eurocallvirtual.blogspot.com/
[2] https://twitter.com/lthechat/status/1164115347324231681
[2] https://altc.alt.ac.uk/2019/sessions/a-126/
[1] https://twitter.com/fightfortheftr/status/1163460159596834816
[1] https://twitter.com/alacre/status/1163376670113505280
[1] https://altc.alt.ac.uk/2019/participants/
[1] https://openbadges.me/
[1] https://remixer.visualthinkery.com
[1] https://twitter.com/communia_eu/status/1166663433212874757
[1] https://altc.alt.ac.uk/2019/news/guest-post-virtual-participation-at-altc19-by-frances-bell/?utm_content=bufferb79aa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[5] https://altc.alt.ac.uk/2019/
[4] https://media.ed.ac.uk/media/1_8635rogy
[3] https://twitter.com/ivankutil/status/1165520315981750272
[2] https://thenextweb.com/eu/2019/08/27/facial-recognition-in-schools-leads-to-swedens-first-gdpr-fine/?utm_source=t.co&utm_medium=referral&utm_content=Facial%20recognition%20in%20schools%20leads%20to%20Sweden%E2%80%99s%20first%20GDPR%20fine&utm_campaign=share%2Bbutton
[2] https://altc.alt.ac.uk/2019/news/guest-post-virtual-participation-at-altc19-by-frances-bell/
[2] http://dlvr.it/RC2bgv
[1] https://altc.alt.ac.uk/2019/programme/#/day1
[1] https://twitter.com/A_L_T/status/1166662344748879873
[1] https://twitter.com/cpjobling/status/1166787906297618432
[1] https://twitter.com/LTHEchat/status/1166789943957577728

Top URLs in Tweet in G5:
[6] http://femedtech.net/published/data-dialogue-and-doing-in-femedtech-values-development/
[2] https://www.cengage.co.uk/education/student_voices/?utm_source=Twitter&utm_medium=EMEA&utm_campaign=11.08.19
[2] https://altc.alt.ac.uk/2019/news/guest-post-virtual-participation-at-altc19-by-frances-bell/
[2] https://twitter.com/scottturneruon/status/1167022473285656577
[2] https://twitter.com/LTHEchat/status/1164115347324231681
[1] https://altc.alt.ac.uk/2019/awardsvoting/
[1] https://twitter.com/francesbell/status/1166789299515342848
[1] https://lthechat.com/2019/08/21/special-altc-edition-of-lthechat-28-august-2019-8pm/
[1] https://twitter.com/MarenDeepwell/status/1166790527385292800
[1] https://www.alt.ac.uk/civicrm/event/info?reset=1&id=457

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=j9-9mB0lksU&feature=youtu.be

[1] https://uelcelt.wordpress.com/symposium/
[1] https://altc.alt.ac.uk/2019/sessions/a-011/
[1] https://www.youtube.com/watch?v=Z_K8MG-FYZg&app=desktop

[1] https://twitter.com/clareriley100/status/1166409010486136835
[1] https://teltblog.uclan.ac.uk/2019/08/12/innovate-with-microsoft-teams-microsoft-higher-and-further-education-roadshow/
[1] https://www.amazon.co.uk/Learning-Technology-Handbook-Assessors-Education/dp/1912096935
[1] https://danielscott86.blogspot.com/p/reading.html

Top URLs in Tweet in G7:
[11] https://altc.alt.ac.uk/2019/awardsvoting/
[1] https://twitter.com/Cl4ireG/status/1163908883372548098
[1] https://nuzzel.com/TheWayneGibbons/2019/08/22?utm_medium=referral&utm_campaign=ashare&utm_source=twitter
[1] https://elearningstuff.net/2009/08/25/the-vle-is-dead-symposium-abstract/
[1] https://twitter.com/A_L_T/status/1163846674487189504
[1] https://twitter.com/LTHEchat/status/1166797759959240711
[1] https://twitter.com/LTHEchat/status/1166800370678542337

Top URLs in Tweet in G8:
[1] https://altc.alt.ac.uk/2019/sessions/a-035/
[1] https://qualichain-project.eu/upcoming-qualichain-workshops/

Top URLs in Tweet in G9:
[1] https://www.flickr.com/photos/interactive-content/albums/72157677872336117

Top URLs in Tweet in G10:
[1] https://digitalstudent.jiscinvolve.org/wp/2019/08/10/looking-ahead-to-alt-c-2019-data-dialogue-and-doing/

Top Domains
Top Domains in Tweet in Entire Graph:
[94] twitter.com
[93] ac.uk
[25] dlvr.it
[25] lthechat.com
[11] femedtech.net
[8] myshowcase.me
[5] co.uk
[4] blogspot.com
[4] google.com
[4] nuzzel.com

Top Domains in Tweet in G1:
[45] twitter.com
[20] lthechat.com
[13] ac.uk
[7] dlvr.it
[3] microsoft.com
[3] edtechie.net
[3] nuzzel.com
[2] femedtech.net
[2] voiced.ca
[1] visualthinkery.com

Top Domains in Tweet in G2:
[38] ac.uk
[20] twitter.com
[15] dlvr.it
[8] myshowcase.me
[3] google.com
[3] openbadges.me
[2] femedtech.net
[2] eventbrite.nl
[2] thenextweb.com
[2] lthechat.com

Top Domains in Tweet in G3:
[8] twitter.com
[6] ac.uk
[2] blogspot.com
[1] openbadges.me
[1] visualthinkery.com
[1] virtuallyconnecting.org
[1] google.com
[1] co.uk
[1] gov.uk
[1] modernworkplacelearning.com

Top Domains in Tweet in G4:
[14] ac.uk
[8] twitter.com
[3] dlvr.it
[2] thenextweb.com
[1] femedtech.net
[1] lthechat.com

Top Domains in Tweet in G5:
[6] femedtech.net
[6] twitter.com
[4] ac.uk
[2] co.uk
[1] lthechat.com

Top Domains in Tweet in G6:
[2] youtube.com
[2] ac.uk
[1] wordpress.com
[1] twitter.com
[1] co.uk
[1] blogspot.com

Top Domains in Tweet in G7:
[11] ac.uk
[4] twitter.com
[1] nuzzel.com
[1] elearningstuff.net

Top Domains in Tweet in G8:
[1] ac.uk
[1] qualichain-project.eu

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[817] altc
[395] lthechat
[52] edtech
[28] openedsig
[22] femedtech
[13] cmalt
[13] accessibility
[12] eurocall2019
[9] blockchain
[9] education



Top Hashtags in Tweet in G1:
[424] altc
[358] lthechat
[20] edtech
[7] holographicacademic
[6] tags
[6] femedtech
[5] accessibility
[4] mieexpert
[3] learningdesign
[3] pedagogyfirst

Top Hashtags in Tweet in G2:
[172] altc
[17] openedsig
[11] lthechat
[7] edtech
[5] cmalt
[4] iuadiged
[4] learningtech
[3] ldbootcampuk
[3] digitalcredentials
[3] eurocall2019

Top Hashtags in Tweet in G3:
[65] altc
[7] eurocall2019
[7] edtech
[7] lthechat
[7] openedsig
[5] accessibility
[5] cmalt
[4] eurocall
[4] legoseriousplay
[3] helanguages

Top Hashtags in Tweet in G4:
[70] altc
[7] lthechat
[4] drone
[2] edtech
[2] femedtech
[1] cmalt
[1] oer20
[1] mediaproduction
[1] ukoer
[1] shoetweet

Top Hashtags in Tweet in G5:
[36] altc
[12] femedtech
[8] lthechat
[4] digitalsolutions
[2] conference
[2] studentvoices
[2] research
[2] beunstoppable
[2] edtech
[2] resources

Top Hashtags in Tweet in G6:
[10] altc
[10] edtech
[6] elearning
[5] he
[5] teacherprep
[5] studying
[5] digitalskills
[5] teachertraining
[4] collaboration
[4] fe

Top Hashtags in Tweet in G7:
[19] altc
[6] lta10
[5] lta9
[3] lthechat
[1] lta4
[1] lta3

Top Hashtags in Tweet in G8:
[7] blockchain
[7] education
[4] altc
[3] edinburgh
[3] lifelonglearning

Top Hashtags in Tweet in G9:
[1] altc
[1] wehavegreatstuff
[1] ukoer
[1] ccby

Top Hashtags in Tweet in G10:
[4] altc
[1] digitalstudent

Top Words
Top Words in Tweet in Entire Graph:
[897] Words in Sentiment List#1: Positive
[176] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[23456] Non-categorized Words
[24529] Total Words
[1019] #altc
[439] #lthechat
[198] conference
[193] lthechat
[170] a_l_t

Top Words in Tweet in G1:
[486] #altc
[395] #lthechat
[182] lthechat
[95] technology
[86] learning
[61] nomadwarmachine
[52] special
[52] students
[52] cpjobling
[47] a_l_t

Top Words in Tweet in G2:
[244] #altc
[70] conference
[69] a_l_t
[61] 2019
[46] alt
[46] annual
[38] learning
[31] edinburgh
[29] week
[28] come

Top Words in Tweet in G3:
[75] #altc
[14] a_l_t
[14] conference
[13] learning
[10] #edtech
[9] #lthechat
[9] great
[9] 2019
[8] work
[8] alt

Top Words in Tweet in G4:
[87] #altc
[55] conference
[41] alt
[33] 2019
[32] annual
[25] edinburgh
[23] a_l_t
[22] looking
[21] forward
[18] co

Top Words in Tweet in G5:
[50] #altc
[25] s
[17] participate
[14] edinburgh
[14] post
[13] here
[13] t
[13] conference
[12] great
[12] #femedtech

Top Words in Tweet in G6:
[20] #altc
[12] #edtech
[11] #he
[10] #fe
[6] #collaboration
[6] #elearning
[5] uel_news
[5] up
[5] see
[5] those

Top Words in Tweet in G7:
[19] #altc
[11] vote
[10] community
[10] awards
[10] find
[10] out
[10] more
[6] #lta10
[5] #lta9
[3] #lthechat

Top Words in Tweet in G8:
[8] workshops
[7] #altc
[7] #blockchain
[7] #education
[7] qualichain
[7] kmiou
[7] a_l_t
[4] more
[4] coming
[4] up

Top Words in Tweet in G9:
[5] colouring
[5] book
[5] flickr
[5] album
[5] now
[5] received
[5] 10
[5] 000
[5] views
[5] 30

Top Words in Tweet in G10:
[8] student
[5] technology
[5] #altc
[4] expectations
[4] experiences
[4] evolving
[4] sarahknight
[4] discusses
[4] upcoming
[4] 3

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[208] #lthechat,#altc
[174] #altc,#lthechat
[100] annual,conference
[75] alt,annual
[64] learning,technology
[55] conference,2019
[50] special,#altc
[50] next,week
[49] looking,forward
[37] #altc,edition

Top Word Pairs in Tweet in G1:
[197] #lthechat,#altc
[153] #altc,#lthechat
[41] learning,technology
[39] special,#altc
[30] #altc,edition
[30] edition,#lthechat
[27] 28,august
[23] dale_munday,lthechat
[22] #lthechat,28
[22] august,2019

Top Word Pairs in Tweet in G2:
[38] annual,conference
[31] alt,annual
[24] next,week
[18] find,out
[18] conference,2019
[17] learning,technology
[15] #altc,2019
[14] looking,forward
[14] #openedsig,#altc
[13] come,along

Top Word Pairs in Tweet in G3:
[6] #altc,#edtech
[6] annual,conference
[5] #accessibility,#altc
[5] #altc,#openedsig
[4] content,platform
[4] platform,area
[4] area,used
[4] used,learners
[4] learners,needs
[4] needs,accessible

Top Word Pairs in Tweet in G4:
[32] alt,annual
[32] annual,conference
[27] conference,2019
[21] looking,forward
[14] 2019,data
[14] data,dialogue
[14] dialogue,doing
[14] 3,5
[14] 5,sept
[14] co,charing

Top Word Pairs in Tweet in G5:
[11] here,s
[11] s,people
[11] people,t
[11] t,attend
[11] attend,#altc
[11] #altc,participate
[11] participate,those
[11] those,attending
[11] attending,help
[11] help,extend

Top Word Pairs in Tweet in G6:
[6] #edtech,#elearning
[5] those,doing
[5] doing,#teacherprep
[5] #teacherprep,#studying
[5] #studying,towards
[5] towards,#edtech
[5] #elearning,#digitalskills
[5] #digitalskills,#teachertraining
[5] #teachertraining,find
[5] find,reading

Top Word Pairs in Tweet in G7:
[10] vote,#altc
[10] #altc,community
[10] community,awards
[10] find,out
[10] out,more
[5] awards,#lta10
[5] #lta10,find
[3] awards,#lta9
[3] #lta9,find
[2] learning,design

Top Word Pairs in Tweet in G8:
[4] more,qualichain
[4] qualichain,workshops
[4] workshops,coming
[4] coming,up
[4] up,learn
[4] learn,#blockchain
[4] #blockchain,revolutionise
[4] revolutionise,#education
[4] #education,series
[4] series,hands

Top Word Pairs in Tweet in G9:
[5] colouring,book
[5] book,flickr
[5] flickr,album
[5] album,now
[5] now,received
[5] received,10
[5] 10,000
[5] 000,views
[5] views,30
[5] 30,high

Top Word Pairs in Tweet in G10:
[4] student,expectations
[4] expectations,experiences
[4] experiences,technology
[4] technology,evolving
[4] evolving,sarahknight
[4] sarahknight,discusses
[4] discusses,upcoming
[4] upcoming,#altc
[4] #altc,3
[4] 3,sept

Top Replied-To
Top Replied-To in Entire Graph:
@lthechat
@nomadwarmachine
@leefallin
@cpjobling
@charlesknight
@marendeepwell
@debbaff
@dompates
@s_j_lancaster
@kiusum

Top Replied-To in G1:
@lthechat
@nomadwarmachine
@cpjobling
@leefallin
@charlesknight
@dompates
@marendeepwell
@debbaff
@kiusum
@s_j_lancaster

Top Replied-To in G2:
@a_l_t
@lthechat
@diogocasanova
@sensor63
@eurocall2019
@yi_shan_tsai
@d2l_emea
@sarahcornelius

Top Replied-To in G3:
@rachelleeobrien
@eurocall2019
@lthechat
@sheilmcn
@debbaff
@czernie
@scottturneruon
@oelmann_richard
@sensor63
@mhawksey

Top Replied-To in G4:
@lornamcampbell
@marendeepwell
@lthechat
@nomadwarmachine
@jatenas
@honeybhighton
@emcandre
@sumingkhoo
@scottuhi
@mhawksey

Top Replied-To in G5:
@lthechat
@lornamcampbell

Top Replied-To in G6:
@_daniel_scott

Top Mentioned
Top Mentioned in Entire Graph:
@a_l_t
@lthechat
@nomadwarmachine
@cpjobling
@marendeepwell
@suebecks
@dale_munday
@chrissinerantzi
@kiusum
@scotlandlouise

Top Mentioned in G1:
@lthechat
@a_l_t
@nomadwarmachine
@cpjobling
@dale_munday
@suebecks
@marendeepwell
@kiusum
@charlesknight
@chrissinerantzi

Top Mentioned in G2:
@a_l_t
@ucisa
@etug
@bulgenen
@ljhollinshead
@francesbell
@slowtech2000
@ascilite
@iltatweets
@educause

Top Mentioned in G3:
@a_l_t
@vconnecting
@chrissinerantzi
@uohacademy
@debbaff
@suebecks
@marendeepwell
@s_j_lancaster
@warwicklanguage
@inspiringteach

Top Mentioned in G4:
@a_l_t
@scotlandlouise
@smythkrs
@uoe_ltw
@edinburghuni
@scottuhi
@honeybhighton
@sheilmcn
@czernie
@francesbell

Top Mentioned in G5:
@francesbell
@femedtech
@a_l_t
@changschool
@katkoulle
@audreywatters
@neil_selwyn
@vconnecting
@lthechat
@marendeepwell

Top Mentioned in G6:
@uel_news
@microsoftteams
@a_l_t
@microsoftedu
@lawrie
@uclantelt
@uniofnewcastle
@dominicwillit
@clareriley100
@acrawford100

Top Mentioned in G8:
@qualichain
@kmiou
@a_l_t
@oeconsortium
@eadtu

Top Mentioned in G10:
@sarahknight
@a_l_t

Top Tweeters
Top Tweeters in Entire Graph:
@edinburghwatch
@chilhon2016lap
@smsaideman
@donnalanclos
@snigskitchen
@timeshighered
@hallymk1
@scalarhumanity
@margymaclibrary
@stevewheeler

Top Tweeters in G1:
@donnalanclos
@snigskitchen
@timeshighered
@scalarhumanity
@industryai
@scottturneruon
@iainmacl
@proftomcrick
@suebecks
@s_j_lancaster

Top Tweeters in G2:
@tweetinchar
@wfvanvalkenburg
@gravesle
@scotedublogs
@fullnam35087976
@normnz
@verenanz
@batkinsonfoster
@ghizzi_d
@mondes3297

Top Tweeters in G3:
@smsaideman
@stevewheeler
@warwicklanguage
@hopkinsdavid
@chri5rowell
@horrocks_simon
@profsallybrown
@sensor63
@oelmann_richard
@davidjhornsby

Top Tweeters in G4:
@edinburghwatch
@sheilmcn
@_valeriei
@catherinecronin
@lornamcampbell
@peteqconsult
@loumycroft
@mhawksey
@joecar
@csf0961

Top Tweeters in G5:
@hallymk1
@margymaclibrary
@marloft
@francesbell
@rugby201
@sumingkhoo
@2standandstare
@tbirdcymru
@giuliaforsythe
@coteducation

Top Tweeters in G6:
@microsoftedu
@markj_ohnson
@lawrie
@uel_news
@edubot_he
@uniofnewcastle
@microsoftteams
@helenmd
@acrawford100
@realtimeedu

Top Tweeters in G7:
@jamesclay
@chalkpete
@peterbryanthe
@isleofwight_zoo
@bjgreen25
@joneseclaire
@thewaynegibbons
@iaingriffin
@rhidalgo66
@uhltic

Top Tweeters in G8:
@mrchristian99
@oeconsortium
@kmiou
@alexmikro
@qualichain
@eadtu

Top Tweeters in G9:
@stubot
@joh_mededexplr
@jaxmacb
@tweelearning
@openededinburgh

Top Tweeters in G10:
@jisc
@bobharrisonedu
@sarahknight
@digitaluom


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