#VR #education, Twitter, 2/14/2019 4:51:38 PM, 186682


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#VR #education Twitter NodeXL SNA Map and Report for Thursday, 14 February 2019 at 16:45 UTC
#VR #education Twitter NodeXL SNA Map and Report for Thursday, 14 February 2019 at 16:45 UTC
From:
scottturneruon
Uploaded on:
February 14, 2019
Short Description:
#VR #education via NodeXL http://bit.ly/2DEEBpZ
@researchmrx
@forbes
@wef
@mikequindazzi
@historyviewvr
@yamatho2
@dawnofthegamer1
@eraser
@gcpanel
@stevensato

Top hashtags:
#education
#vr
#ai
#ar
#china
#virtualreality
#automation
#edtech
#arvrinedu
#science

Description:
Description
The graph represents a network of 746 Twitter users whose recent tweets contained "#VR #education", 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, 14 February 2019 at 16:45 UTC.

The tweets in the network were tweeted over the 9-day, 19-hour, 3-minute period from Monday, 04 February 2019 at 20:56 UTC to Thursday, 14 February 2019 at 16:00 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 : 746
Unique Edges : 1786
Edges With Duplicates : 605
Total Edges : 2391
Number of Edge Types : 4
Tweet : 189
Mentions : 1635
Retweet : 562
Replies to : 5
Self-Loops : 196
Reciprocated Vertex Pair Ratio : 0.0260084925690021
Reciprocated Edge Ratio : 0.0506983962752199
Connected Components : 104
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 458
Maximum Edges in a Connected Component : 1949
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.45798
Graph Density : 0.00347805746981665
Modularity : 0.645888
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] http://e-learning-teleformacion.blogspot.com/2018/08/designing-for-virtual-reality-and.html
[15] http://e-learning-teleformacion.blogspot.com/2019/01/revista-atic-dinnovacio-educativa.html
[15] https://youtu.be/_fhOu8dRlHk
[13] https://sphereapp.io/fr/decouvrir-sphere/?lang=fr&src=twt
[11] http://bit.ly/2kkQhm1
[10] http://bit.ly/2SgjFih
[10] https://amzn.to/2rJyyKD
[10] https://amzn.to/2IkH1vb
[10] http://bit.ly/2BwUvle
[10] http://snip.ly/pa6vy6

Top URLs in Tweet in G1:
[3] http://bit.ly/2LGOsi4
[1] https://bit.ly/2QOJhiD

Top URLs in Tweet in G2:
[1] http://forbes.com/sites/forbeste
[1] https://twitter.com/JoannMoretti/status/1094628440962158595

Top URLs in Tweet in G3:
[16] http://e-learning-teleformacion.blogspot.com/2018/08/designing-for-virtual-reality-and.html
[15] http://e-learning-teleformacion.blogspot.com/2019/01/revista-atic-dinnovacio-educativa.html
[9] http://e-learning-teleformacion.blogspot.com/2018/11/econfidence-serious-game-against.html
[5] https://e-learning-teleformacion.blogspot.com/2019/01/the-five-super-powers-of-disruptive.html
[4] http://e-learning-teleformacion.blogspot.com/2018/11/numero-58-revista-red-revista-aemos.html
[4] http://e-learning-teleformacion.blogspot.com/2018/10/elearning-con-engagement-aplicacion.html
[4] https://www.forbes.com/sites/quora/2019/02/05/what-role-will-vr-and-ar-play-in-education-in-the-coming-years/
[3] http://e-learning-teleformacion.blogspot.com/2018/09/num-53-2018-revista-pixel-bit.html
[3] http://e-learning-teleformacion.blogspot.com.es/2018/04/virtual-reality-101-what-you-need-to.html
[2] https://bit.ly/2TxCwTD

Top URLs in Tweet in G4:
[13] https://youtu.be/_fhOu8dRlHk
[10] http://bit.ly/2SgjFih
[10] http://bit.ly/2kkQhm1
[10] https://amzn.to/2IkH1vb
[10] https://amzn.to/2rJyyKD
[10] http://bit.ly/2BwUvle
[3] https://twitter.com/jdakotapowell/status/1086651155457998849
[2] https://stevensato.wordpress.com/2018/09/28/equity-in-vr/
[2] https://historyview.org/2019/02/07/black-history-month/
[1] https://twitter.com/StanfordVR/status/1095354037573021696

Top URLs in Tweet in G5:
[5] https://www.linkedin.com/pulse/virtual-seminar-hipaa-training-compliance-officer-shwetha-v-achar/?published=t
[4] https://www.globalcompliancepanel.com/webinar/regulatory-complaint-handling-vigilance--recalls/600581REC?twitter-*SEO
[4] https://www.globalcompliancepanel.com/webinar/design-planning-and-conducting-effective-audits/600527REC?twitter-*SEO
[3] https://www.globalcompliancepanel.com/webinar/outsourcing-or-purchasing-api-or-excipients--key-steps/600557REC?twitter-*SEO
[3] https://www.globalcompliancepanel.com/webinar/how-to-survive-a-dea-audit-or-findfine/600287REC?twitter-*SEO
[1] https://www.globalcompliancepanel.com/webinar/regulatory-complaint-handling-vigilance--recalls/600423REC?twitter-*SEO
[1] https://www.forbes.com/sites/michelatindera/2019/02/05/healthcare-venture-capital-funding-is-already-off-to-a-record-start-in-2019/?ss=healthcare#ec59b906f976
[1] https://zd.net/2Bzk5Hh
[1] https://amzc.news/how-to-adapt-education-for-the-digital-age

Top URLs in Tweet in G6:
[13] https://sphereapp.io/fr/decouvrir-sphere/?lang=fr&src=twt
[2] http://educationchain.com
[1] https://mazepress.com/virtual-reality-marketing/
[1] https://youtu.be/RvE_4V5e30I
[1] https://lnkd.in/eFkP7Ys
[1] http://ed.gr/bbdus
[1] https://www.instagram.com/p/Bti-MhEHARe/?utm_source=ig_twitter_share&igshid=xl2r446w2bp8
[1] https://www.instagram.com/p/BtjwJOgFwsi/?utm_source=ig_twitter_share&igshid=5y1x9myvhnfq
[1] http://ow.ly/LBAP30nBxQL
[1] https://bit.ly/2TCxu87

Top URLs in Tweet in G7:
[1] https://uni.cf/2Bqjnf3

Top URLs in Tweet in G8:
[2] http://RafaelGrossmann.Health
[1] https://twitter.com/brennanspiegel/status/1095205205925187590
[1] https://twitter.com/arcriticcom/status/1094282190345654273
[1] https://lnkd.in/eQw_qyX
[1] https://twitter.com/ZGJR/status/1095277928148013057

Top URLs in Tweet in G9:
[1] https://twitter.com/tamsinol/status/1093417307643301889

Top Domains
Top Domains in Tweet in Entire Graph:
[57] blogspot.com
[51] bit.ly
[34] twitter.com
[20] amzn.to
[18] youtu.be
[15] globalcompliancepanel.com
[13] sphereapp.io
[12] forbes.com
[10] snip.ly
[6] historyview.org

Top Domains in Tweet in G1:
[4] bit.ly

Top Domains in Tweet in G2:
[1] forbes.com
[1] twitter.com

Top Domains in Tweet in G3:
[56] blogspot.com
[7] forbes.com
[6] bit.ly
[4] com.es
[2] youtu.be
[2] buff.ly
[1] vrfocus.com
[1] neverbadnews.com
[1] 7ny.tv
[1] triblive.com

Top Domains in Tweet in G4:
[30] bit.ly
[20] amzn.to
[14] youtu.be
[7] twitter.com
[6] historyview.org
[2] wordpress.com
[2] leica-geosystems.com
[1] forbes.com
[1] sched.co

Top Domains in Tweet in G5:
[15] globalcompliancepanel.com
[5] linkedin.com
[1] forbes.com
[1] zd.net
[1] amzc.news

Top Domains in Tweet in G6:
[13] sphereapp.io
[6] twitter.com
[4] bit.ly
[2] lnkd.in
[2] instagram.com
[2] educationchain.com
[1] mazepress.com
[1] youtu.be
[1] ed.gr
[1] ow.ly

Top Domains in Tweet in G7:
[1] uni.cf

Top Domains in Tweet in G8:
[3] twitter.com
[2] rafaelgrossmann.health
[1] lnkd.in

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[654] education
[478] vr
[220] ai
[218] ar
[178] china
[164] virtualreality
[158] automation
[144] edtech
[92] arvrinedu
[82] science



Top Hashtags in Tweet in G1:
[157] education
[156] ai
[156] china
[142] automation
[11] vr
[9] iot
[9] ar
[7] machinelearning
[6] deeplearning
[6] bigdata

Top Hashtags in Tweet in G2:
[80] education
[72] vr
[62] ar
[58] stem
[58] sundaymorning
[58] inspiration
[58] science
[18] ai
[10] spatial
[10] bigdata

Top Hashtags in Tweet in G3:
[66] vr
[62] education
[40] ar
[33] virtualreality
[29] edtech
[29] elearning
[26] educación
[20] tic
[18] digitallearning
[18] tech

Top Hashtags in Tweet in G4:
[109] vr
[109] education
[91] arvrinedu
[78] virtualreality
[77] edtech
[59] history
[54] tourism
[53] musetech
[52] 3d
[41] art

Top Hashtags in Tweet in G5:
[31] medical
[31] chirurgie
[31] healthcare
[28] innovation
[24] education
[19] digital
[19] vr
[19] ai
[16] ar
[14] numerique

Top Hashtags in Tweet in G6:
[54] vr
[54] education
[21] ar
[13] formation
[13] prevention
[12] virtualreality
[11] realitevirtuelle
[6] ai
[4] edtech
[4] technology

Top Hashtags in Tweet in G7:
[20] education
[20] innovation
[6] vr
[5] virtualreality
[4] science
[4] ar
[4] mr
[4] iot
[4] augmentedreality
[2] technology

Top Hashtags in Tweet in G8:
[11] vr
[11] ar
[7] education
[6] spatialcomputing
[6] healthcare
[4] surgery
[4] grandrounds
[3] digitalhealth
[3] simulation
[2] learning

Top Hashtags in Tweet in G9:
[8] bec
[6] indiedev
[6] gamedev
[4] vr
[4] education
[4] indiegames
[4] tammytips
[2] uvic
[2] vrdev
[2] steamgames

Top Hashtags in Tweet in G10:
[1] augmentedreality
[1] ar
[1] vr
[1] education

Top Words
Top Words in Tweet in Entire Graph:
[614] Words in Sentiment List#1: Positive
[112] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[24865] Non-categorized Words
[25591] Total Words
[1498] gt
[962] vr
[932] education
[496] ar
[284] ai

Top Words in Tweet in G1:
[1350] gt
[168] mikequindazzi
[165] vr
[164] education
[161] iot
[160] machinelearning
[158] ai
[158] deeplearning
[158] robotics
[158] ar

Top Words in Tweet in G2:
[102] vr
[90] education
[80] ar
[72] gt
[68] rwang0
[68] waynesadin
[60] evankirstel
[60] ipfconline1
[58] stem
[58] frronconi

Top Words in Tweet in G3:
[143] vr
[138] education
[79] ar
[72] educación
[72] virtualreality
[67] edtech
[55] elearning
[48] tech
[47] edchat
[46] tic

Top Words in Tweet in G4:
[162] vr
[156] education
[108] arvrinedu
[93] edtech
[81] virtualreality
[78] 3d
[70] reality
[68] tourism
[63] history
[57] virtual

Top Words in Tweet in G5:
[60] gt
[51] vr
[50] education
[46] ar
[45] iot
[45] ai
[39] healthtech
[37] innovation
[37] digital
[37] numerique

Top Words in Tweet in G6:
[59] vr
[59] education
[24] ar
[17] et
[17] 02
[17] à
[16] gt
[15] pour
[15] participer
[13] découverte

Top Words in Tweet in G7:
[28] vr
[25] education
[25] innovation
[24] learning
[22] virtual
[22] reality
[21] experiences
[18] bringing
[18] classroom
[18] read

Top Words in Tweet in G8:
[12] vr
[12] ar
[12] education
[10] healthcare
[6] honored
[6] spatialcomputing
[6] simulation
[6] magicleap
[4] deliver
[4] surgery

Top Words in Tweet in G9:
[24] vr
[16] education
[16] math
[15] indiedev
[15] gamedev
[8] business
[8] economics
[8] today
[8] bec
[8] uvic

Top Words in Tweet in G10:
[2] mssheldon702
[2] snehalstocks
[2] snowvegas
[2] battecm
[2] jennfisk
[2] tishrich
[2] msoviattedtech
[2] jordanamccudden
[2] monigd
[2] pavesichchrissy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[995] gt,gt
[272] ar,vr
[203] healthtech,ar
[177] machinelearning,deeplearning
[175] bigdata,iot
[172] ai,race
[172] race,china
[172] china,leveraging
[172] leveraging,education
[172] education,answer

Top Word Pairs in Tweet in G1:
[898] gt,gt
[158] ar,vr
[156] machinelearning,deeplearning
[155] ai,race
[155] race,china
[155] china,leveraging
[155] leveraging,education
[155] education,answer
[155] answer,gt
[155] gt,wef

Top Word Pairs in Tweet in G2:
[58] frronconi,sundaymorning
[58] sundaymorning,inspiration
[58] inspiration,vr
[58] vr,ar
[58] ar,education
[58] education,science
[58] sarbjeetjohal,rwang0
[58] antgrasso,evankirstel
[58] evankirstel,ipfconline1
[58] ipfconline1,apguha

Top Word Pairs in Tweet in G3:
[44] edtech,edchat
[37] vr,ar
[37] ar,vr
[32] virtual,reality
[25] education,educación
[25] educación,edtech
[24] elearning,educación
[19] elearning,mlearning
[19] ai,ia
[19] ia,vr

Top Word Pairs in Tweet in G4:
[64] edtech,arvrinedu
[59] vr,virtualreality
[57] virtual,reality
[46] arvrinedu,education
[43] virtualreality,3d
[43] 3d,edtech
[43] education,art
[43] art,history
[43] history,museum
[43] museum,musetech

Top Word Pairs in Tweet in G5:
[39] gt,gt
[38] healthtech,ar
[35] innovation,digital
[35] digital,numerique
[31] medical,chirurgie
[31] chirurgie,healthcare
[31] healthcare,innovation
[31] numerique,healthtech
[31] ar,mr
[31] mr,vr

Top Word Pairs in Tweet in G6:
[13] 21,02
[13] gratuit,30min
[13] 30min,pour
[13] pour,participer
[13] participer,vr
[13] vr,formation
[13] formation,prevention
[13] prevention,education
[12] vr,ar
[11] créer,et

Top Word Pairs in Tweet in G7:
[22] virtual,reality
[21] learning,experiences
[18] bringing,virtual
[18] reality,classroom
[18] classroom,read
[18] read,story
[18] story,innovation
[18] innovation,providing
[18] providing,quality
[18] quality,education

Top Word Pairs in Tweet in G8:
[8] vr,ar
[6] spatialcomputing,vr
[6] ar,healthcare
[6] healthcare,simulation
[6] simulation,education
[6] education,magicleap
[4] honored,deliver
[4] deliver,surgery
[4] surgery,grandrounds
[4] grandrounds,templesurgery

Top Word Pairs in Tweet in G9:
[8] business,economics
[8] vr,vrdev
[8] vrdev,education
[7] more,student
[7] student,virtual
[7] virtual,reality
[7] reality,demo's
[7] demo's,business
[7] economics,facility
[7] facility,today

Top Word Pairs in Tweet in G10:
[2] mssheldon702,snehalstocks
[2] snehalstocks,snowvegas
[2] snowvegas,battecm
[2] battecm,jennfisk
[2] jennfisk,tishrich
[2] tishrich,msoviattedtech
[2] msoviattedtech,jordanamccudden
[2] jordanamccudden,monigd
[2] monigd,pavesichchrissy
[2] pavesichchrissy,the1shipp

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wef
@mikequindazzi
@waynesadin
@rwang0
@evankirstel
@ipfconline1
@frronconi
@sarbjeetjohal
@antgrasso
@apguha

Top Mentioned in G1:
@wef
@mikequindazzi
@forbes
@newyorker

Top Mentioned in G2:
@rwang0
@waynesadin
@evankirstel
@ipfconline1
@frronconi
@sarbjeetjohal
@antgrasso
@apguha
@studentforce
@billmew

Top Mentioned in G3:
@tic
@forbes
@econfidence_eu
@eprendizaje
@aefol
@thetechmuseum
@scuethics
@shannonvallor
@donheider
@santaclarauniv

Top Mentioned in G4:
@mergevr
@ivrengage
@altspacevr
@steve_bambury
@virtualiteach
@danieldbryant
@ashamarie18
@barbnemko
@stevensato
@angariocean

Top Mentioned in G5:
@harbrimah
@wef
@mikequindazzi
@wordpressdotcom
@healingmb
@deeplearn007
@cnn
@senschumer
@mikebloomberg
@maxlucado

Top Mentioned in G6:
@vrvisioninc
@dcwebfest

Top Mentioned in G7:
@unicefinnovate
@unicefeducation
@imisi3d
@mohamedfall
@pernilleunicef

Top Mentioned in G8:
@magicleap
@templesurgery
@hololens
@animares
@medivis_ar
@proximiear
@templeunivpress
@templeuniv
@exponentialmed
@virtualmedconf

Top Mentioned in G9:
@tamsinol
@ndreamsvr

Top Mentioned in G10:
@snehalstocks
@snowvegas
@battecm
@jennfisk
@tishrich
@msoviattedtech
@jordanamccudden
@monigd
@pavesichchrissy
@the1shipp

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alllibertynews
@sectest9
@nosqldigest
@indiegamedevguy
@evankirstel
@3rdrockhome
@edgametec
@ginestarros
@eraser

Top Tweeters in G1:
@sectest9
@fintechna
@calcaware
@gvalan
@yamatho2
@ssxman2
@ashot_
@wef
@jldercle
@lesguer_lionel

Top Tweeters in G2:
@nosqldigest
@evankirstel
@3rdrockhome
@marshacollier
@v_shakthi
@machinelearnflx
@rwang0
@lindakws1
@004nino
@2601manish

Top Tweeters in G3:
@eraser
@chidambara09
@abc7ny
@forbes
@newyorker
@vladobotsvadze
@sardimperium
@unisevilla
@simplivllc
@ethicsretweet

Top Tweeters in G4:
@shoeray
@jcorippo
@fenews
@bobfine
@charlie_athanas
@mikemccready
@historyviewvr
@beyondfreefall
@eco_onis
@thevrvoice

Top Tweeters in G5:
@arkangelscrap
@ginestarros
@jlferguson50
@abc
@ft
@cnn
@healingmb
@zdnet
@machinelearn_d
@pardoe_ai

Top Tweeters in G6:
@888ico
@theiotwarehouse
@margiemeacham
@nirav_88
@arievantilborg
@2dvince
@djonesrealty
@mazepresscom
@robindro
@speedernet_fr

Top Tweeters in G7:
@biconnections
@enriquegalardi
@iamjoshuaalade
@erick_thered
@disgeneration
@proxcannon
@the_pelemoh
@carolbarebo
@unicefeducation
@aazimath

Top Tweeters in G8:
@rickking16
@medicinegov
@sangare
@zgjr
@templeuniv
@himss
@medicinegovste
@exponentialmed
@christianassad
@arcriticcom

Top Tweeters in G9:
@indiegamedevguy
@game_devbot
@iteachmathall
@saltydogsbot
@womentechbot
@projecthyraxapp
@cycarevoluta
@fusionindie
@ndreamsvr
@tsie_jakki

Top Tweeters in G10:
@tishrich
@snehalstocks
@cstatucki
@maggiejcox
@monigd
@jennfisk
@geogramtweets
@battecm
@snowvegas
@pavesichchrissy


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