edtech ai, Twitter, 12/6/2019 9:30:10 PM, 218279


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edtech ai_2019-12-06_13-13-53.xlsx
edtech ai_2019-12-06_13-13-53.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 06, 2019
Short Description:
edtech ai via NodeXL http://bit.ly/2LuijMo
@scalarhumanity
@markj_ohnson
@eraser
@stem_ai
@cyberpoint_intl
@enricomolinari
@mikequindazzi
@akdm_bot
@paula_piccard
@splashgain

Top hashtags:
#ai
#edtech
#education
#stem
#innovation
#robotics
#artificialintelligence

Description:
Description
The graph represents a network of 987 Twitter users whose recent tweets contained "edtech ai", 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 Friday, 06 December 2019 at 21:16 UTC.

The tweets in the network were tweeted over the 9-day, 2-hour, 52-minute period from Wednesday, 27 November 2019 at 17:51 UTC to Friday, 06 December 2019 at 20:44 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 : 987
Unique Edges : 4297
Edges With Duplicates : 1695
Total Edges : 5992
Self-Loops : 378
Reciprocated Vertex Pair Ratio : 0.0193109501865262
Reciprocated Edge Ratio : 0.0378902045209903
Connected Components : 113
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 726
Maximum Edges in a Connected Component : 5600
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.863947
Graph Density : 0.00477300237776695
Modularity : 0.429977
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 987 Twitter users whose recent tweets contained "edtech ai", 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 Friday, 06 December 2019 at 21:16 UTC.

The tweets in the network were tweeted over the 9-day, 2-hour, 52-minute period from Wednesday, 27 November 2019 at 17:51 UTC to Friday, 06 December 2019 at 20:44 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 : edtech ai
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[26] https://www.teckedin.com/
[23] https://fintechconferences.com/
[22] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[15] https://anchor.fm/rdene915
[15] http://bit.ly/2NYsTyP?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[14] https://onlineexamhelp.eklavvya.in/online-exams-artificial-intelligence-ai/?ref=quuu
[14] http://bit.ly/2JzO9XG?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[11] https://www.quillionz.com/?utm_source=SocialMedia&utm_medium=socialshare&utm_campaign=freepromotion
[11] https://home.nanome.ai/academic
[11] http://bit.ly/35DTGp7?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G1:
[25] https://www.teckedin.com/
[22] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[15] http://bit.ly/2NYsTyP?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[14] http://bit.ly/2JzO9XG?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[8] https://e-learning-teleformacion.blogspot.com/2019/09/big-data-al-servicio-de-la-educacion.html
[7] https://e-learning-teleformacion.blogspot.com/2019/09/ai-in-education-transforming-education.html
[7] https://medium.com/@eraser/what-is-swarm-learning-ai-blockchain-and-iot-working-together-to-uncover-real-time-intelligence-dbfb722442f6?source=friends_link&sk=e05fe52d8284127a23c4b6dbb50dd75a
[7] https://e-learning-teleformacion.blogspot.com/2019/11/how-china-is-using-artificial.html
[7] https://twitter.com/edmuke
[7] https://www.aitimejournal.com/10-edtech-companies-enhancing-education-and-learning-through-ai

Top URLs in Tweet in G2:
[15] https://anchor.fm/rdene915
[9] https://www.edcircuit.com/how-an-educator-leverages-diverse-experiences-to-motivate-learners/
[7] https://www.rdene915.com/
[3] https://www.amazon.com/gp/product/1938946030/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1938946030&linkCode=as2&tag=kirkdborne-20&linkId=b9c10c259e504cdfb91d70e3b8d64e36
[3] https://www.fetc.org/whyattend
[2] http://gettingsmart.com/categories/edtech/
[2] https://www.gettingsmart.com/author/rachelle/
[2] https://districtadministration.com/teaching-students-about-artificial-intelligence-and-machine-learning/
[1] https://districtadministration.com/da-op-ed-the-role-of-ai-in-education/
[1] https://www.aitimejournal.com/10-edtech-companies-enhancing-education-and-learning-through-ai

Top URLs in Tweet in G3:
[1] https://engage.bah.com/Article/Redirect/39ec8df4-a50b-497f-93db-6140bccb155f?uc=30185&g=cb39db0d-267b-44a8-9751-898fe128c834&f=103289
[1] https://www.linkedin.com/slink?code=f6_DDpE
[1] https://www.linkedin.com/slink?code=fcUhDex
[1] https://twitter.com/Paula_Piccard/status/1199734633254002689

Top URLs in Tweet in G4:
[1] https://www.gettingsmart.com/author/rachelle/

Top URLs in Tweet in G5:
[11] https://home.nanome.ai/academic
[11] http://bit.ly/35DTGp7?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[8] http://bit.ly/broken-gear?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[7] http://bit.ly/2XUL4Xx?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[7] http://bit.ly/2oFXuFJ?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[6] https://www.csforallteachers.org/event/webinar-welcome-block-party-connect-create-and-celebrate-inspiring-cs-activities-kick-hour
[5] http://bit.ly/34iMca0?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[5] http://bit.ly/katherine-g-johnson?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[5] http://bit.ly/imagineevent?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[4] http://bit.ly/33cufrW?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G6:
[6] https://twinybots.ch/
[5] https://www.chieflearningofficer.com/2019/11/25/ai-enabled-coaching/
[3] http://people.uis.edu/rschr1/et/
[2] https://yourstory.com/mystory/ten-education-technology-trends-disrupt-higher-education?ref=quuu
[2] https://readwrite.com/2019/11/27/demystifying-ai-whats-fiction-and-whats-worth-fanfare/
[2] https://www.datacamp.com/community/blog/why-89-percent-of-companies-are-prioritizing-data-fluency
[2] https://zentechworks.com/the-future-of-work-presents-a-balancing-act-for-schools/
[1] https://www.bbc.co.uk/news/technology-50573071
[1] https://twitter.com/techwebspace/status/1199919628874481664
[1] https://www.forbes.com/sites/brianuzzi/2019/03/15/you-can-expect-more-hyper-personal-ai-applications/

Top URLs in Tweet in G7:
[1] https://www.tes.com/news/edtech-how-spot-fake-ai-education
[1] https://educationaltechnologyjournal.springeropen.com/articles/10.1186/s41239-019-0171-0

Top URLs in Tweet in G8:
[14] https://onlineexamhelp.eklavvya.in/online-exams-artificial-intelligence-ai/?ref=quuu
[1] https://onlineexamhelp.eklavvya.in/online-exams-artificial-intelligence-ai/?ref=quuu&utm_content=buffer34b9f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://e-learning-teleformacion.blogspot.com/2019/04/artificial-intelligence-in-education.html
[1] https://app.quuu.co/r/0nA6R
[1] https://onlineexamhelp.eklavvya.in/online-exams-artificial-intelligence-ai/?ref=quuu&utm_content=buffer79ad0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.blog.epravesh.com/artificial-intelligence-education/?ref=quuu

Top URLs in Tweet in G10:
[1] https://twitter.com/RamonaMeharg/status/1202544898228011008

Top Domains
Top Domains in Tweet in Entire Graph:
[94] bit.ly
[77] blogspot.com
[46] twitter.com
[26] teckedin.com
[23] fintechconferences.com
[16] eklavvya.in
[15] anchor.fm
[14] co.uk
[14] medium.com
[13] quillionz.com

Top Domains in Tweet in G1:
[74] blogspot.com
[29] bit.ly
[25] teckedin.com
[24] twitter.com
[14] medium.com
[10] po.st
[7] aitimejournal.com
[6] co.uk
[6] thetechedvocate.org
[5] forbes.com

Top Domains in Tweet in G2:
[15] anchor.fm
[9] edcircuit.com
[7] rdene915.com
[6] bah.com
[4] gettingsmart.com
[3] districtadministration.com
[3] amazon.com
[3] fetc.org
[2] aitimejournal.com
[2] twitter.com

Top Domains in Tweet in G3:
[2] linkedin.com
[1] bah.com
[1] twitter.com

Top Domains in Tweet in G4:
[1] gettingsmart.com

Top Domains in Tweet in G5:
[65] bit.ly
[11] nanome.ai
[10] lifelearners.ng
[6] csforallteachers.org
[4] linkedin.com
[4] globalmetacognition.com
[3] goo.gl
[3] eventbrite.com
[3] scoop.it
[2] k12prospects.com

Top Domains in Tweet in G6:
[9] edtech-media.com
[6] twinybots.ch
[6] uis.edu
[5] twitter.com
[5] chieflearningofficer.com
[4] microsoft.com
[3] co.uk
[2] yourstory.com
[2] readwrite.com
[2] datacamp.com

Top Domains in Tweet in G7:
[1] tes.com
[1] springeropen.com

Top Domains in Tweet in G8:
[16] eklavvya.in
[1] blogspot.com
[1] quuu.co
[1] epravesh.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[862] ai
[815] edtech
[363] education
[262] stem
[219] innovation
[196] robotics
[175] artificialintelligence
[171] malware
[166] innovative
[152] learning



Top Hashtags in Tweet in G1:
[360] ai
[253] edtech
[147] malware
[137] data
[119] artificialintelligence
[107] learning
[101] education
[96] iot
[95] machinelearning
[94] compression

Top Hashtags in Tweet in G2:
[191] ai
[162] edtech
[93] deeplearning
[56] education
[32] future4edu
[25] sel
[25] artificialintelligence
[24] stem
[23] arvrinedu
[21] innovation

Top Hashtags in Tweet in G3:
[100] ai
[87] education
[87] innovation
[87] robotics
[86] innovative
[86] health
[24] edtech
[6] deeplearning
[6] machinelearning
[5] smartcities

Top Hashtags in Tweet in G4:
[39] ai
[22] robot
[21] digital
[21] ar
[21] vr
[21] art
[21] marketing
[18] robotics
[17] robots
[3] machinelearning

Top Hashtags in Tweet in G5:
[154] stem
[143] edtech
[111] dreamport
[57] event
[44] cyber
[41] education
[38] innovative
[36] rpe
[33] cybersecurity
[31] innovation

Top Hashtags in Tweet in G6:
[49] edtech
[26] ai
[14] education
[8] edchat
[5] elearning
[4] training
[4] technology
[3] artificialintelligence
[3] highered
[3] datascience

Top Hashtags in Tweet in G7:
[13] educate
[6] edtech
[4] ai
[3] education
[3] artificialintelligence
[3] highereducation
[1] educatedemoday
[1] innovative
[1] innovation
[1] robotics

Top Hashtags in Tweet in G8:
[19] edtech
[17] artificialintelligence
[17] education
[3] ai
[3] ajnalite
[1] ia
[1] dimensionnxg
[1] ar
[1] vr
[1] augmentedreality

Top Hashtags in Tweet in G9:
[20] innovation
[20] technology
[20] edtech
[20] education
[16] augmentedreality
[7] mr
[3] ai
[3] vr
[3] virtualreality
[3] industry40

Top Hashtags in Tweet in G10:
[7] edtech
[6] cybertitan
[5] research
[5] policy
[2] ai
[1] tech
[1] motorcycle
[1] taoism
[1] smartcities
[1] blockchain

Top Words
Top Words in Tweet in Entire Graph:
[1704] Words in Sentiment List#1: Positive
[316] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[42144] Non-categorized Words
[44164] Total Words
[1511] #edtech
[1169] #ai
[508] #education
[454] #stem
[367] #technology

Top Words in Tweet in G1:
[540] #edtech
[529] #ai
[234] #cybersecurity
[211] #data
[210] #artificialintelligence
[191] #education
[185] #technology
[172] #infosec
[161] #stem
[156] #iot

Top Words in Tweet in G2:
[217] #edtech
[216] #ai
[131] #machinelearning
[127] spirosmargaris
[126] sallyeaves
[125] mikequindazzi
[124] haroldsinnott
[122] jblefevre60
[101] #deeplearning
[100] helping

Top Words in Tweet in G3:
[103] #ai
[103] #edtech
[96] wef
[93] #robotics
[91] world
[91] 10
[90] mikequindazzi
[87] #education
[87] #innovation
[87] #technology

Top Words in Tweet in G4:
[61] #ai
[61] #edtech
[59] mashable
[39] #robotics
[38] cute
[38] robot
[38] kids
[38] learn
[38] coding
[38] math

Top Words in Tweet in G5:
[247] #stem
[241] #edtech
[111] #dreamport
[87] #event
[73] #innovative
[72] #cyber
[69] #cybersecurity
[63] #education
[61] #innovation
[36] #learning

Top Words in Tweet in G6:
[49] #edtech
[37] ai
[26] #ai
[14] #education
[13] education
[8] learning
[8] #edchat
[6] future
[5] technology
[5] student

Top Words in Tweet in G7:
[31] ai
[30] #edtech
[26] j
[26] france
[26] pour
[26] l
[14] data
[14] oil
[13] aujourd
[13] hui

Top Words in Tweet in G8:
[30] education
[30] #edtech
[26] explore
[26] artificial
[26] intelligence
[26] ai
[26] splashgain
[26] #artificialintelligence
[26] #education
[25] institutes

Top Words in Tweet in G9:
[20] check
[20] out
[20] ar
[20] integrated
[20] periodic
[20] table
[20] flash
[20] cards
[20] #innovation
[20] #technology

Top Words in Tweet in G10:
[11] ictc_ctic
[11] #edtech
[11] #ai
[6] shout
[6] outs
[6] banana29
[6] becoming
[6] teacher
[6] oksarge
[6] #cybertitan

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[257] #edtech,#technology
[188] #ai,#robotics
[167] #innovation,#ai
[131] world,s
[128] s,10
[128] 10,#innovative
[128] #innovative,universities
[128] universities,wef
[128] wef,reuters
[128] reuters,#education

Top Word Pairs in Tweet in G1:
[143] #edtech,#technology
[124] #data,#ai
[94] using,#compression
[94] #compression,#compare
[94] #compare,#objects
[94] #objects,#experimenting
[94] #experimenting,ncd
[94] ncd,#classification
[94] #classification,large
[94] large,#malware

Top Word Pairs in Tweet in G2:
[97] #ai,helping
[97] helping,teachers
[97] teachers,improve
[97] improve,examining
[97] examining,children
[97] children,understand
[97] understand,concept
[97] concept,dartmouth
[97] dartmouth,welcomeai
[97] #edtech,#deeplearning

Top Word Pairs in Tweet in G3:
[86] world,s
[86] s,10
[86] 10,#innovative
[86] #innovative,universities
[86] universities,wef
[86] wef,reuters
[86] reuters,#education
[86] #education,#innovation
[86] #innovation,#ai
[86] #ai,#robotics

Top Word Pairs in Tweet in G4:
[38] cute,robot
[38] kids,learn
[38] learn,coding
[38] coding,math
[38] math,language
[38] language,music
[38] #robotics,#ai
[38] #ai,#robots
[38] #robots,#machinelearning
[38] #machinelearning,#edtech

Top Word Pairs in Tweet in G5:
[49] #cyber,#stem
[42] #stem,#edtech
[41] #edtech,#innovative
[36] #edtech,#stem
[35] #stem,#event
[35] #event,#edtech
[32] #mission,#accelerator
[30] #dreamport,#rpe
[30] #cybersecurity,#analyze
[30] #analyze,#cyber

Top Word Pairs in Tweet in G6:
[6] #education,#edtech
[6] #ai,#edtech
[5] future,hold
[5] hold,ai
[5] ai,enabled
[5] enabled,coaching
[5] coaching,#education
[5] #edtech,#edchat
[4] higher,education
[4] #edtech,#education

Top Word Pairs in Tweet in G7:
[13] aujourd,hui
[13] hui,j
[13] j,ouvre
[13] ouvre,les
[13] les,rencontres
[13] rencontres,futurs
[13] futurs,composés
[13] composés,avec
[13] avec,lancement
[13] lancement,#educate

Top Word Pairs in Tweet in G8:
[26] artificial,intelligence
[25] explore,education
[25] education,institutes
[25] institutes,universities
[25] universities,adopting
[25] adopting,artificial
[25] intelligence,ai
[25] ai,technology
[25] technology,online
[25] online,exam

Top Word Pairs in Tweet in G9:
[20] check,out
[20] ar,integrated
[20] integrated,periodic
[20] periodic,table
[20] table,flash
[20] flash,cards
[20] cards,#innovation
[20] #innovation,#technology
[20] #technology,#edtech
[20] #education,#augmentedreality

Top Word Pairs in Tweet in G10:
[6] shout,outs
[6] outs,banana29
[6] banana29,becoming
[6] becoming,teacher
[6] teacher,ictc_ctic
[6] ictc_ctic,oksarge
[6] oksarge,#cybertitan
[6] #cybertitan,ecooorg
[6] ecooorg,#edtech
[6] #edtech,cyber_nb

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@spirosmargaris
@sallyeaves
@haroldsinnott
@jblefevre60
@wef
@mvollmer1
@reuters
@ramonvidall
@louisserge

Top Mentioned in G1:
@mikequindazzi
@enricomolinari
@ravikikan
@fisher85m
@alvinfoo
@antgrasso
@grattonboy
@spirosmargaris
@wef
@haroldsinnott

Top Mentioned in G2:
@spirosmargaris
@sallyeaves
@haroldsinnott
@jblefevre60
@mikequindazzi
@dartmouth
@welcomeai
@mvollmer1
@topcybernews
@andi_staub

Top Mentioned in G3:
@wef
@mikequindazzi
@reuters
@spirosmargaris
@sallyeaves
@haroldsinnott
@ramonvidall
@louisserge
@jblefevre60
@ym78200

Top Mentioned in G4:
@mashable
@paula_piccard
@ashoknellikar
@audreydesisto
@mvollmer1
@caseycrl
@cybersecboardrm
@enricomolinari
@dahl_consult
@drjdrooghaag

Top Mentioned in G5:
@sepiosys
@uscybercom
@nanovms
@edsurge
@mdmisi
@pandexio
@nbmscotland
@shakeuplearning
@tdottawa

Top Mentioned in G6:

Top Mentioned in G7:
@valdoise
@atosfr
@educateldn
@knowldgillusion
@priyalakhani
@awscloud
@ieaied
@anthonyseldon
@ethejournal
@women_in_ai

Top Mentioned in G8:
@splashgain
@ignatia

Top Mentioned in G9:
@thefuturist007
@lauratarradas

Top Mentioned in G10:
@ictc_ctic
@banana29
@oksarge
@ecooorg
@cyber_nb

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@deejayiwan
@evankirstel
@chidambara09
@lorimoreno
@ottlegalrebels
@eraser
@googleexpertuk
@fintechna
@kimvie

Top Tweeters in G1:
@sectest9
@evankirstel
@chidambara09
@ottlegalrebels
@eraser
@googleexpertuk
@fintechna
@kimvie
@iam__network
@cybersec_feeds

Top Tweeters in G2:
@deejayiwan
@swissbusiness
@2601manish
@openmarketingtv
@ladylisadcantu1
@gregbjenkins
@agirregabiria
@vivekghosal
@spirosmargaris
@maperez324

Top Tweeters in G3:
@reuters
@vivmilano
@a_abdulaziz_a
@wef
@worldpeace435
@adeyemoadekunl2
@kanezadiane
@domingonarvaez1
@jessesprawl
@robotconsumer

Top Tweeters in G4:
@lorimoreno
@cftc10
@mashable
@nicochan33
@shicooks
@gilcividanes
@smoothsale
@rf_jenkins
@cyprusrt
@xzpwedvhhh37i3c

Top Tweeters in G5:
@marypatriotnews
@jcorippo
@shakeuplearning
@rs_re_p4c_uk
@digitalsphere33
@edsurge
@classtechtips
@naomiharm
@eduporium
@tdottawa

Top Tweeters in G6:
@ittechbuz
@bryanlmiller
@jobinindia
@pixeltoy
@indritvucaj
@upsearchlearn
@hiroyuki_tameda
@kohumimetal
@prfeedin
@learnocracy

Top Tweeters in G7:
@mdrechsler
@ictevangelist
@pkuchly57
@rondelle10_b
@lsi_france
@zeinachalich
@awscloud
@valdoise
@abdulchohan
@ka81

Top Tweeters in G8:
@calcaware
@akdm_bot
@technojeder
@sachaqs
@vanrijmenam
@andrlopez
@adomon
@newways2learn
@haiyori_touha
@robertsztar

Top Tweeters in G9:
@arnaudhacquin
@kraus_read
@gaillparr
@uxlinks
@reyeselda95
@hgbean01
@manishrath
@ronan_rizky
@halokin
@brouzouk

Top Tweeters in G10:
@acampbell99
@douglaschongys
@agronomy_
@banana29
@marclijour
@tk1ng
@oksarge
@ictc_ctic
@digitalyouthca
@tyler_g_farmer