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#DigitalLearning_2017-08-12_23-14-55.xlsx
#DigitalLearning_2017-08-12_23-14-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2017
Short Description:
#DigitalLearning via NodeXL http://bit.ly/2fBvTAg
@tekieboard
@mynaedu
@ndreasbot
@activetextbook
@speedernet_fr
@educause
@stpiindia

Description:
Description
The graph represents a network of 828 Twitter users whose tweets in the requested range contained "#DigitalLearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 13 August 2017 at 06:16 UTC.

The requested start date was Sunday, 13 August 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 4-hour, 18-minute period from Sunday, 30 July 2017 at 01:26 UTC to Saturday, 12 August 2017 at 05:45 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 : 828
Unique Edges : 957
Edges With Duplicates : 491
Total Edges : 1448
Self-Loops : 467
Reciprocated Vertex Pair Ratio : 0.0315533980582524
Reciprocated Edge Ratio : 0.0611764705882353
Connected Components : 232
Single-Vertex Connected Components : 119
Maximum Vertices in a Connected Component : 302
Maximum Edges in a Connected Component : 786
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 5.029704
Graph Density : 0.00124131807534363
Modularity : 0.610695
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] http://er.educause.edu/articles/2017/7/shaping-the-educational-technology-innovation-ecosystem
[19] http://paper.li/iLearnDifferent/1365203750
[12] https://www.youtube.com/watch?v=62wONMnQYLI&feature=youtu.be
[11] https://www.dropbox.com/s/h3fjse4hssg56zf/LearnAssembly%20-%20Business%20D%C3%A9veloppeur%20-%20CDI.pdf?dl=0
[10] https://www.youtube.com/watch?v=LUrqjHrij24
[9] http://www.techdivine.com/tdblog/2017/03/advanced-digital-marketing-training-for-50-iim-indore-pgp-participants-reaches-231122-users-with-3848899-impressions-in-real-time/
[9] https://www.youtube.com/watch?v=5Zswxdo2TQc&t=4s
[8] https://tech.ed.gov/infrastructure/
[7] https://t.co/oXLHo9sgwe?platform=hootsuite
[7] https://place.fi.ncsu.edu/course/view.php?id=10

Top URLs in Tweet in G1:
[9] http://www.techdivine.com/tdblog/2017/03/advanced-digital-marketing-training-for-50-iim-indore-pgp-participants-reaches-231122-users-with-3848899-impressions-in-real-time/
[6] http://www.techdivine.com/tdblog/2017/07/everything-you-should-know-about-facebook-live/
[4] https://elearningindustry.com/creating-high-quality-video-lessons-traditional-classroom-personal-insight?utm_source=dlvr.it&utm_medium=twitter
[3] http://pebbleinthestillwaters.com/?p=2031
[3] https://attendee.gotowebinar.com/register/8234145106452893186?source=BHG+Twitter
[2] http://elearninginfographics.com/growth-k12-digital-learning-infographic/
[2] http://eddigitalmarketing.com/go/twitter_marketing/sp.php
[2] https://www.linkedin.com/slink?code=dNzMtuk
[2] https://lrn-lab.com/de/labs/digital-launchpad/?dateid=1433
[2] https://digitallearning.northwestern.edu/article/2016/06/02/watch-teachx-presentations-part-2

Top URLs in Tweet in G2:
[15] http://paper.li/iLearnDifferent/1365203750
[8] https://tech.ed.gov/infrastructure/
[7] https://t.co/oXLHo9sgwe?platform=hootsuite
[6] http://cursus.edu/dossiers-articles/articles/28470/14-facons-concevoir-une-eformation/
[5] http://www.letudiant.fr/educpros/actualite/l-adaptive-learning-la-revolution-qui-vient.html
[5] http://blog.learning-tribes.com/tendances-de-la-formation-2017/
[5] https://twitter.com/SwitchMedia_Inc/status/890930625678643200
[4] https://digital-learning-academy.com/event/newsletter-86-digital-learning-quand-la-machine-sen-mele/
[4] http://blog.myskillcamp.com/fr/le-social-learning-le-digital-learning-humanis%C3%A9
[4] http://www.blog-formation-entreprise.fr/5-pistes-pour-saisir-les-opportunites-du-digital-learning/

Top URLs in Tweet in G3:
[6] https://www.mackin.com/corp/services/digital-3/mackinvia/
[4] http://lareclame.fr/esvdigital-sonjob-eddymeunier-182124
[4] http://www.techdivine.com/learn-digital-marketing-and-social-media
[4] http://paper.li/iLearnDifferent/1365203750
[3] https://bonlinelearning.com.au/blog/achieve-better-outcomes-with-experiential-scenarios/
[3] http://elearninginfographics.com/why-language-learning-is-important-infographic/?platform=hootsuite
[2] https://bonlinelearning.com.au/blog/elearning-development-articulate-versus-code/
[2] https://bonlinelearning.com.au/blog/creating-real-engagement-in-elearning/
[2] https://webinar.com/channel/2057274569487743494/recording/8ed98511339e43d986eeb549d710a252/watch
[2] https://www.arftlv.org/TWIT/19269/actu.aspx

Top URLs in Tweet in G4:
[1] http://www.business-standard.com/article/news-ians/ignou-mulls-setting-up-5-000-digital-learning-centres-117080600006_1.html

Top URLs in Tweet in G5:
[11] http://er.educause.edu/articles/2017/7/shaping-the-educational-technology-innovation-ecosystem
[9] https://www.youtube.com/watch?v=LUrqjHrij24
[5] http://www.nmc.org/nmc-horizon-news/nmc-toolkit-helps-higher-ed-solve-pressing-challenges/
[5] http://er.educause.edu/articles/2017/7/under-the-hood-of-a-next-generation-digital-learning-environment-in-progress
[3] http://er.educause.edu/articles/2017/7/the-ngdles-relevance-to-community-and-technical-colleges
[2] https://www.managementdelaformation.fr/la-formation-en-chiffres/2017/07/18/formation-en-chiffres-51-6-tendances-pedagogie-demain
[2] http://www.maskott.com
[2] http://www.tactileo.com/fr/accueil/
[1] https://twitter.com/i/web/status/891022039070511104
[1] https://twitter.com/i/web/status/894599209390923782

Top URLs in Tweet in G6:
[9] https://www.youtube.com/watch?v=5Zswxdo2TQc&t=4s
[5] http://er.educause.edu/articles/2017/7/shaping-the-educational-technology-innovation-ecosystem
[2] http://www.solunea.fr/tendances-digital-learning-2017/?utm_content=bufferda8fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.youtube.com/watch?v=62wONMnQYLI&feature=youtu.be
[1] https://place.fi.ncsu.edu/course/view.php?id=10
[1] http://www2.ed.gov/infrastructure
[1] https://twitter.com/i/web/status/892411213736419328
[1] https://twitter.com/i/web/status/893502936923258880
[1] https://twitter.com/i/web/status/892701512262176768
[1] https://twitter.com/i/web/status/891923892209504256

Top URLs in Tweet in G7:
[1] https://mobile-learning.educationtechnologyinsights.com/cioviewpoint/enabling-next-generation-digital-learning-environments-why-standards-matter-nid-147.html

Top URLs in Tweet in G8:
[5] https://www.appone.com/MainInfoReq.asp?R_ID=1678169
[4] http://www.dmlhub.news/addree273
[3] http://www.dmlhub.news/dml71217
[2] http://www.connectedlearning.news/joboppdiglibrarian
[2] http://www.dmlhub.news/jobincef6
[1] https://www.youtube.com/watch?v=LUrqjHrij24

Top URLs in Tweet in G9:
[5] http://www2.lumesse.com/l/67232/2017-08-01/b2tm2n
[5] https://edsurge.typeform.com/to/QzMl9N?utm_content=buffera1b28&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://twitter.com/HigherEdSurge/status/893544629672583172
[3] http://www2.lumesse.com/l/67232/2017-08-02/b2xcn6
[3] http://www.phnompenhpost.com/post-plus/soft-skills-important-education-tools-future-says-scholar?utm_content=buffer6df18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://edsurge.typeform.com/to/QzMl9N?utm_content=buffer240a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/895656698932846593
[1] https://twitter.com/i/web/status/894052173327339520

Top URLs in Tweet in G10:
[6] https://place.fi.ncsu.edu/course/view.php?id=10
[3] https://twitter.com/shahrazadkablan/status/891792622171324416
[1] https://twitter.com/i/web/status/895623945377857536
[1] https://bonlinelearning.com.au/blog/elearning-development-articulate-versus-code/

Top Domains
Top Domains in Tweet in Entire Graph:
[217] twitter.com
[62] dailylearning.news
[37] digital-learning-academy.com
[35] youtube.com
[30] educause.edu
[23] paper.li
[23] elearningindustry.com
[19] techdivine.com
[16] commlabindia.com
[12] com.au

Top Domains in Tweet in G1:
[71] twitter.com
[15] techdivine.com
[6] elearningindustry.com
[6] northwestern.edu
[4] elearninginfographics.com
[4] linkedin.com
[4] digital-learning-academy.com
[3] pebbleinthestillwaters.com
[3] gotowebinar.com
[2] instagram.com

Top Domains in Tweet in G2:
[61] dailylearning.news
[29] twitter.com
[20] digital-learning-academy.com
[16] paper.li
[16] elearningindustry.com
[12] e-learning-letter.com
[10] learning-tribes.com
[8] ed.gov
[7] t.co
[6] cursus.edu

Top Domains in Tweet in G3:
[27] twitter.com
[11] com.au
[8] mackin.com
[6] paper.li
[4] lareclame.fr
[4] techdivine.com
[3] elearninginfographics.com
[2] webinar.com
[2] arftlv.org
[2] postindependent.com

Top Domains in Tweet in G4:
[1] business-standard.com

Top Domains in Tweet in G5:
[19] educause.edu
[9] youtube.com
[5] nmc.org
[4] twitter.com
[2] managementdelaformation.fr
[2] maskott.com
[2] tactileo.com
[1] dailylearning.news

Top Domains in Tweet in G6:
[10] youtube.com
[5] educause.edu
[5] twitter.com
[3] solunea.fr
[1] ncsu.edu
[1] ed.gov

Top Domains in Tweet in G7:
[1] educationtechnologyinsights.com

Top Domains in Tweet in G8:
[9] dmlhub.news
[5] appone.com
[2] connectedlearning.news
[1] youtube.com

Top Domains in Tweet in G9:
[8] lumesse.com
[6] typeform.com
[6] twitter.com
[3] phnompenhpost.com

Top Domains in Tweet in G10:
[6] ncsu.edu
[4] twitter.com
[1] com.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1113] digitallearning
[153] edtech
[132] elearning
[114] formation
[55] learnfromhome
[55] youget60
[44] india
[44] formpro
[40] digitalmarketing
[34] mooc



Top Hashtags in Tweet in G1:
[132] digitallearning
[20] digitalmarketing
[13] socialmedia
[9] edtech
[9] training
[9] students
[7] learning
[6] elearning
[6] facebooklive
[6] facebook

Top Hashtags in Tweet in G2:
[270] digitallearning
[100] formation
[93] elearning
[64] edtech
[42] formpro
[21] mobilelearning
[19] rh
[17] edchat
[12] mooc
[10] ai

Top Hashtags in Tweet in G3:
[150] digitallearning
[55] learnfromhome
[55] youget60
[13] mackinvia
[10] hrtech
[9] elearning
[8] read
[7] digitalmarketing
[7] edtech
[6] virtualclassroom

Top Hashtags in Tweet in G4:
[42] digitallearning
[42] india

Top Hashtags in Tweet in G5:
[44] digitallearning
[24] studentsuccess
[14] highered
[14] edtech
[9] badges
[3] ngdle
[2] ready
[2] adaptivelearning
[1] mobilelearning

Top Hashtags in Tweet in G6:
[41] digitallearning
[10] blendedlearning
[6] edtech
[5] studentsuccess
[5] edchat
[4] pickoftheweek
[3] microlearning
[2] education
[2] elearning
[2] formation

Top Hashtags in Tweet in G7:
[23] digitallearning
[1] edtech

Top Hashtags in Tweet in G8:
[17] digitallearning
[9] librarian
[4] coaching
[3] 2017dml
[2] jobopp
[1] dml
[1] remakelearning
[1] badges
[1] highered

Top Hashtags in Tweet in G9:
[21] digitallearning
[10] highered
[9] instructionaldesigners
[8] learning
[5] metime
[4] edtech
[3] landd
[1] dlnchat

Top Hashtags in Tweet in G10:
[13] digitallearning
[6] nced
[6] funding
[6] education
[3] edusummit2017
[3] conference
[3] bulgaria
[3] eu
[1] elearning
[1] hrtech

Top Words
Top Words in Tweet in Entire Graph:
[443] Words in Sentiment List#1: Positive
[45] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14512] Non-categorized Words
[15000] Total Words
[1113] digitallearning
[164] learning
[158] formation
[155] edtech
[152] elearning

Top Words in Tweet in G1:
[132] digitallearning
[26] learning
[23] digital
[20] digitalmarketing
[13] socialmedia
[11] new
[11] 3
[10] students
[10] 8
[10] training

Top Words in Tweet in G2:
[270] digitallearning
[128] formation
[106] elearning
[64] edtech
[56] learning
[54] archives
[52] les
[42] formpro
[32] digital
[25] pour

Top Words in Tweet in G3:
[150] digitallearning
[110] youget60
[59] learn
[58] online
[55] learnfromhome
[22] mackinvia
[16] 501
[15] 504
[12] 503
[11] 502

Top Words in Tweet in G4:
[42] ignoudelhi
[42] mulls
[42] setting
[42] up
[42] 5
[42] 000
[42] digitallearning
[42] centres
[42] india
[42] remote

Top Words in Tweet in G5:
[44] digitallearning
[25] educause
[24] studentsuccess
[15] shaping
[15] innovation
[15] ecosystem
[14] highered
[14] edtech
[9] microcredentials
[9] evolution

Top Words in Tweet in G6:
[41] digitallearning
[34] day
[17] incorporating
[17] tools
[17] teaching
[16] openedueu
[13] week's
[13] top
[13] article
[13] read

Top Words in Tweet in G7:
[23] here
[23] five
[23] dimensions
[23] addressed
[23] move
[23] forward
[23] next
[23] generation
[23] digitallearning
[23] environments

Top Words in Tweet in G8:
[17] digitallearning
[11] librarian
[9] lead
[9] carnegielibrary
[8] learning
[8] coaching
[7] digital
[7] job
[6] dmlresearchhub
[5] alert

Top Words in Tweet in G9:
[21] digitallearning
[11] min
[10] time'
[10] 3
[10] highered
[9] survey
[9] directors
[9] instructionaldesigners
[8] learning
[6] lumesse_learn

Top Words in Tweet in G10:
[13] digitallearning
[6] join
[6] free
[6] online
[6] course
[6] coaching
[6] starts
[6] 10
[6] 2
[6] nced

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[75] elearning,digitallearning
[56] formation,elearning
[55] learn,online
[55] online,youget60
[55] youget60,digitallearning
[55] digitallearning,learnfromhome
[55] learnfromhome,youget60
[45] next,generation
[43] ignoudelhi,mulls
[43] mulls,setting

Top Word Pairs in Tweet in G1:
[9] advanced,digitalmarketing
[9] digitalmarketing,training
[9] training,mba
[9] mba,students
[9] students,generates
[9] generates,3
[9] 3,8
[9] 8,million
[9] million,socialmedia
[9] socialmedia,digitallearning

Top Word Pairs in Tweet in G2:
[61] elearning,digitallearning
[54] formation,elearning
[19] digitallearning,elearning
[18] formation,digitallearning
[17] digitallearning,formpro
[16] digital,learning
[16] crittice,archives
[15] ilearndifferent,daily
[15] daily,here
[15] here,edtech

Top Word Pairs in Tweet in G3:
[55] learn,online
[55] online,youget60
[55] youget60,digitallearning
[55] digitallearning,learnfromhome
[55] learnfromhome,youget60
[16] youget60,501
[15] youget60,504
[12] youget60,503
[11] youget60,502
[6] free,webinar

Top Word Pairs in Tweet in G4:
[42] ignoudelhi,mulls
[42] mulls,setting
[42] setting,up
[42] up,5
[42] 5,000
[42] 000,digitallearning
[42] digitallearning,centres
[42] centres,india
[42] india,remote
[42] remote,areas

Top Word Pairs in Tweet in G5:
[19] studentsuccess,digitallearning
[15] innovation,ecosystem
[11] shaping,edtech
[11] edtech,innovation
[11] ecosystem,studentsuccess
[10] educause,shaping
[9] microcredentials,evolution
[9] evolution,badges
[9] badges,recognize
[9] recognize,learning

Top Word Pairs in Tweet in G6:
[17] incorporating,digitallearning
[17] digitallearning,tools
[17] tools,day
[17] day,day
[17] day,teaching
[13] week's,top
[13] top,article
[13] article,openedueu
[13] openedueu,incorporating
[13] teaching,read

Top Word Pairs in Tweet in G7:
[23] here,five
[23] five,dimensions
[23] dimensions,addressed
[23] addressed,move
[23] move,forward
[23] forward,next
[23] next,generation
[23] generation,digitallearning
[23] digitallearning,environments
[22] edtechh,here

Top Word Pairs in Tweet in G8:
[9] lead,librarian
[5] job,alert
[5] alert,carnegielibrary
[5] carnegielibrary,looking
[5] looking,new
[5] new,digitallearning
[5] digitallearning,lead
[5] librarian,apply
[5] apply,today
[4] digital,learning

Top Word Pairs in Tweet in G9:
[10] 3,min
[9] min,survey
[9] digitallearning,directors
[9] directors,instructionaldesigners
[5] prefer,'us
[5] 'us,time'
[5] time','me
[5] 'me,time'
[5] time',metime
[5] metime,mean

Top Word Pairs in Tweet in G10:
[6] join,free
[6] free,online
[6] online,course
[6] course,coaching
[6] coaching,digitallearning
[6] digitallearning,starts
[6] starts,10
[6] 10,2
[6] 2,nced
[6] need,funding

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@youget60
@ignoudelhi
@stpiindia
@educause
@edtechh
@speedernet_fr
@crittice
@openedueu
@socialmktg4u
@teamkinoapp

Top Mentioned in G1:
@topmlmdog
@edward3787
@brandonhallgrp

Top Mentioned in G2:
@crittice
@speedernet_fr
@teamkinoapp
@usedgov
@beedeezapp
@learningtribes
@maschoolsk12
@critt
@educpros
@danieliyanda

Top Mentioned in G3:
@youget60
@bonlinelearning
@msdeptofits
@ahritweets
@mattybee
@mackinvia
@ilearnconnected
@brevardhs
@speedernet_fr
@touchinnovative

Top Mentioned in G4:
@ignoudelhi
@stpiindia

Top Mentioned in G5:
@educause
@educausereview
@utaus
@nmcorg
@harvardhilt
@kctcs
@utaustin
@speedernet_fr
@maskott_europe
@by

Top Mentioned in G6:
@openedueu
@euerasmusplus
@mine_de_savoirs
@fidy_m2s
@activetextbook
@solunea
@stpiindia
@ignoudelhi
@ub_il3
@amoderneducator

Top Mentioned in G7:
@edtechh

Top Mentioned in G8:
@carnegielibrary
@dmlresearchhub
@dustinstiver
@digitalpromise
@theclalliance
@educausereview

Top Mentioned in G9:
@lumesse_learn
@higheredsurge
@edsurge
@uoitmed

Top Mentioned in G10:
@amoderneducator
@shahrazadkablan
@unicef
@unesco
@eucouncil
@bonlinelearning

Top Tweeters
Top Tweeters in Entire Graph:
@jamesroy
@beingexample
@edgametec
@juandoming
@lynch39083
@clairebotai
@dragonflymon83
@tekieboard
@sharon_lynch
@kingdivine315

Top Tweeters in G1:
@fmarin_es
@pebbleinwaters
@elearningfeeds
@gabhale_dinesh
@mgieselmann
@edtech_llc
@vipulasharma1
@cinimoned
@leighahall
@wearablevr

Top Tweeters in G2:
@beingexample
@tekieboard
@homeaiinfo
@lehuffpost
@ticeman01
@ednaks
@educpros
@jdnebusiness
@byrhexis
@ngueti

Top Tweeters in G3:
@kingdivine315
@youbrandinc
@producerartist_
@beats_go_bang
@divinepromoking
@tweetkingpromo
@voicepimps
@musicindustryu
@thetubeverse
@jeffreynunn

Top Tweeters in G4:
@ravi_sc_stpi
@shrikant_stpib
@senthilstpi
@basayya_r
@jaya_stpiblr
@alok_nayak
@guruprasadk_
@stpimanjunathan
@stpiindia
@jogender_emc2

Top Tweeters in G5:
@dailyedtechnews
@innovation_rtw
@efeatherston
@garybartanus
@joesabado
@theworldinanut
@utaustin
@lorenzolawfirm
@emergingedtech
@garay

Top Tweeters in G6:
@cscolari
@elecapo87
@vgirish
@hedaclexab
@openedueu
@euerasmusplus
@europedirecttgn
@hhale63
@diando70
@epale_eu

Top Tweeters in G7:
@ritaritaedward
@stewartlisa12
@margwilli1
@k_christopher3
@tinajack14
@aendrumissy
@ron_itch
@sarahc20
@michellezaftig
@ijeff15

Top Tweeters in G8:
@bar_zie
@lbraun2000
@naomiharm
@theclalliance
@davidwebster
@gjhead
@bergfulton
@dmlresearchhub
@digitalpromise
@carnegielibrary

Top Tweeters in G9:
@jamesroy
@frankmezal
@edsurge
@bnleez
@robinwb
@higheredsurge
@nyedtechteacher
@stephsteph83
@keesav
@uoitmed

Top Tweeters in G10:
@edgametec
@sharon_lynch
@unicef
@classroom_tech
@c_mcandrews
@seanrussell311
@shahrazadkablan
@unesco
@amoderneducator
@eucouncil