edtech, Twitter, 11/13/2019 3:16:48 PM, 216312


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edtech_2019-11-13_00-38-25.xlsx
edtech_2019-11-13_00-38-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 13, 2019
Short Description:
edtech via NodeXL http://bit.ly/2XfJD5B
@markj_ohnson
@scalarhumanity
@edgametec
@paula_piccard
@mtholfsen
@evankirstel
@shakeuplearning
@edsurge
@haroldsinnott
@rdene915

Top hashtags:
#edtech
#ai
#education
#edchat
#robotics
#ar
#elearning
#iot
#vr
#learning

Description:
Description
The graph represents a network of 4,601 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 November 2019 at 08:39 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 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 2-day, 16-hour, 4-minute period from Friday, 08 November 2019 at 08:56 UTC to Monday, 11 November 2019 at 01:01 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 : 4601
Unique Edges : 6589
Edges With Duplicates : 2450
Total Edges : 9039
Number of Edge Types : 3
Mentions : 7311
Tweet : 1552
Replies to : 176
Self-Loops : 1552
Reciprocated Vertex Pair Ratio : 0.0331761006289308
Reciprocated Edge Ratio : 0.0642215796682392
Connected Components : 613
Single-Vertex Connected Components : 288
Maximum Vertices in a Connected Component : 3121
Maximum Edges in a Connected Component : 7210
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.210263
Graph Density : 0.000310471258611077
Modularity : 0.671029
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,601 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 November 2019 at 08:39 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 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 2-day, 16-hour, 4-minute period from Friday, 08 November 2019 at 08:56 UTC to Monday, 11 November 2019 at 01:01 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 : GraphServerTwitterSearch
Graph Term : edtech
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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[35] https://www.cmrubinworld.com/are-the-kids-doing-well-in-the-digital-age/
[23] https://quickshout.blogspot.com/2018/02/using-fake-text-messages-to-create.html
[20] https://shakeuplearning.com/blog/20-youtube-channels-for-educators/
[17] https://www.allcovered.com/blog/how-faulty-school-network-impact-class/?utm_medium=organicsocial&utm_source=twitter&utm_campaign=social+media
[16] https://itunes.apple.com/gb/app-bundle/ibbleobble-preschool-learning-games-for-kindergarten/id1367137098?mt=8&utm_content=buffer360a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://shakeuplearning.com/blog/20-new-ways-use-google-classroom-infographic/
[12] http://www.techedupteacher.com/3-reasons-every-school-should-have-an-esports-team/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[11] https://www.cleverbooks.eu/
[10] https://www.edsurge.com/news/2019-08-21-how-edtech-can-help-build-a-blueprint-for-real-change-in-k-12
[10] https://www.edsurge.com/news/2019-10-28-why-struggle-is-essential-for-the-brain-and-our-lives?utm_campaign=site&utm_content=share-119

Top URLs in Tweet in G1:
[4] https://www.edsurge.com/news/2019-01-01-how-to-move-from-digital-substitution-to-deeper-learning
[2] https://www.forbes.com/sites/tmobile/2019/10/21/a-personalized-interactive-k-12-education-powered-by-the-5g-era/
[2] https://www.youtube.com/watch?v=pQHX-SjgQvQ&feature=youtu.be

[1] https://www.youtube.com/watch?v=wDveFBGQyQM&feature=youtu.be

[1] https://trib.al/IT8mXHS
[1] http://tweetedtimes.com/v/13623
[1] http://tweetedtimes.com/batoolchishti92
[1] https://www.linkedin.com/slink?code=gSFuDDc
[1] https://www.linkedin.com/slink?code=egSTMDu
[1] http://tweetedtimes.com/7GTech

Top URLs in Tweet in G2:
[7] https://www.tes.com/teaching-resources/shop/godwin86
[6] https://twinybots.ch/
[6] https://www.elearningfacil.com/courses/curso-exelearning-diseno-y-creacion-de-cursos-online-en-scorm
[6] https://www.tes.com/teaching-resource/the-ultimate-p4c-resource-pack-philosophy-for-children-11586087
[5] https://www.memozing.com/
[4] http://people.uis.edu/rschr1/et/
[4] http://itunes.apple.com/us/app/id517766057?mt=8&at=10l6Xd&ct=ig0oevc8fmrl
[3] https://yourstory.com/2019/11/act-broadband-sunder-raju-tech-business-edtech
[3] http://tinyurl.com/6n3bxrw
[3] http://edtech-media.com/archives/18451

Top URLs in Tweet in G3:
[10] https://itunes.apple.com/gb/app-bundle/ibbleobble-preschool-learning-games-for-kindergarten/id1367137098?mt=8&utm_content=buffer360a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.edsurge.com/news/2019-10-28-why-struggle-is-essential-for-the-brain-and-our-lives?utm_campaign=site&utm_content=share-119
[4] https://twitter.com/JacobWoolcock/status/1190342079240642561
[4] https://www.edsurge.com/news/2019-08-21-how-edtech-can-help-build-a-blueprint-for-real-change-in-k-12
[4] https://mattharrisedd.com/2017/05/02/all-parts-of-a-school/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[4] https://www.edutopia.org/article/better-way-integrate-edtech?utm_content=105235342&utm_medium=social&utm_source=twitter&hss_channel=tw-909744016291397632
[4] https://www.edsurge.com/news/2019-10-28-7-ways-data-fueled-plcs-are-transforming-education?utm_campaign=site&utm_content=share-119
[3] http://www.globalmetacognition.com/
[3] https://www.iste.org/explore/education-leadership/3-steps-dismantle-inequities-your-school?utm_content=105241805&utm_medium=social&utm_source=twitter&hss_channel=tw-909744016291397632
[3] https://www.edsurge.com/news/2019-10-28-why-struggle-is-essential-for-the-brain-and-our-lives

Top URLs in Tweet in G4:
[7] https://blog.explorelearning.com/2019/10/teaching-science-is-not-scary/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=4774a4e2-9bde-4660-9030-0f60e1613366&utm_campaign=q3-2019-science4us
[7] https://web.explorelearning.com/gizmos-fun-with-food/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=6a21545a-e62b-4969-bdd4-f2bbaac4c6ec&utm_campaign=2019-gizmos-monthly-theme#digestive
[7] http://ow.ly/x0RX50wYMrY?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=b9504ab4-68ec-4f67-bc06-6305b213c63e&utm_campaign=q3-2019-science4us
[6] https://www.wonderexplorelearn.com/relevance-is-relative/
[6] https://www.freetech4teachers.com/2019/11/a-classic-geography-tool-overlap-maps.html
[6] http://ow.ly/6l4G50wZEsG?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=0d51fd43-68de-4f7f-ada6-9548a382b5ed&utm_campaign=q3-2019-gotw
[5] http://www.wonderexplorelearn.com/
[4] https://elearningindustry.com/subjects/elearning-articles/elearning-trends#.XcfLRZkJgWs.twitter
[4] https://blog.explorelearning.com/2018/01/superpower-math-fact-fluency/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=&utm_campaign=Reflex-News
[3] https://www.educatorstechnology.com/2019/11/ipad-apps-to-use-in-11-classrooms.html

Top URLs in Tweet in G5:
[35] https://www.cmrubinworld.com/are-the-kids-doing-well-in-the-digital-age/
[7] https://crowleym.com/2019/11/09/swimming-against-the-tide-transforming-learning-culture/
[6] https://www.linkedin.com/slink?code=fkf6Prz
[4] http://www.superprofesseur.com/123.html
[4] https://www.jucktion.com/forum/udemy-coupon/interview-strategies-your-strengths-and-weaknesses-udemy-74-99-to-free/
[4] http://paper.li/AriesCobb/1397995931
[4] https://historyview.org/2018/06/22/historyview-classroom-review/
[4] https://www.jucktion.com/forum/udemy-coupon/usability-testing-udemy-19-99-to-free/
[4] https://www.jucktion.com/forum/udemy-coupon/why-music-works-udemy-19-99-to-free/
[4] https://historyview.org/benefits/

Top URLs in Tweet in G6:
[16] https://shakeuplearning.com/blog/20-youtube-channels-for-educators/
[9] https://shakeuplearning.com/blog/20-new-ways-use-google-classroom-infographic/
[9] http://www.controlaltachieve.com/2016/11/math-youtube-channels.html
[7] https://shakeuplearning.com/blog/20-awesome-apps-that-integrate-with-google-classroom/
[7] http://www.controlaltachieve.com/2018/04/copy-comments-classroom.html
[7] https://geogebra.org/m/cvxseNAS
[6] http://www.controlaltachieve.com/2017/02/google-sheets-databases.html
[6] https://usergeneratededucation.wordpress.com/2019/11/09/language-arts-lesson-using-a-microbook/
[5] http://www.controlaltachieve.com/2016/01/6-awesome-uses-revision-history.html
[4] https://shakeuplearning.com/blog/design-google-pd-works/

Top URLs in Tweet in G7:
[11] https://www.cleverbooks.eu/
[5] https://anchor.fm/rdene915
[5] https://www.qrcode-monkey.com
[4] https://www.rdene915.com/
[3] https://rdene915.com/2019/10/30/abre-post-2/
[3] https://medium.com/me/stories/public
[3] https://www.eventbrite.ie/e/arvr-in-k-12-education-virtual-summit-online-tickets-71944872049?aff=RDPS19&afu=137193475579
[3] https://www.eventbrite.ie/e/arvr-in-k-12-education-virtual-summit-online-tickets-71944872049?aff=CSEdu
[3] https://anchor.fm/tnt-edtech/episodes/EduMatch-e85735/a-auaniv
[2] https://docs.google.com/forms/d/e/1FAIpQLSf6TKhn1t7S6OvZW-wjSmk2s7vDVzBNCfOV_Cc-yjcCWh-KXA/viewform?usp=send_form

Top URLs in Tweet in G8:
[2] https://www.genial.ly/en
[2] https://alicekeeler.com/2019/11/10/free-genially-create-interactive-graphics/
[2] http://mindsharelearning.bmeurl.co/94B99A4
[2] https://domingochica.com/rutas-geonarrativas-mi-proyecto-google-innovator-esp18/
[2] https://www.youtube.com/watch?v=25XjCf7hu-o&feature=youtu.be

[2] https://northlindsey-my.sharepoint.com/:p:/g/personal/philip_whitehead_northlindsey_ac_uk/Ef8nSV7XbrZLgROsadkZBFMBLsR2XhAxo0_O0on_PnuUlw
[2] https://somprojecte.com/recursos/herramientas/
[1] https://twitter.com/alicekeelerorg/status/1155165199873105920/photo/1
[1] https://www.instagram.com/p/B4q7J1whjV5/?igshid=9hh1um9us49i
[1] https://bit.ly/2pLewmm

Top URLs in Tweet in G9:
[8] https://medium.com/@eraser/xiii-congreso-iberoamericano-de-ciencia-tecnolog%C3%ADa-y-g%C3%A9nero-907eab8305ed?source=friends_link&sk=e288cf1632b367f563568e33dc02c46b
[5] https://www.geekjunior.fr/startup-for-kids-2019-coding-hackthons-ateliers-interactifs-32615/
[4] https://e-learning-teleformacion.blogspot.com/2019/11/elearning-as-sustainable-approach-to.html
[4] http://bit.ly/2lNY81L?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[4] https://www.youtube.com/watch?v=bWTx6USO3G0&feature=youtu.be

[3] https://www.teckedin.com/
[3] http://techsavvyscience.blogspot.com/2015/09/internet-safety-hover-before-you-click.html
[3] http://bit.ly/2NYsTyP?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] http://bit.ly/2JzO9XG?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://goo.gl/wWqPzH?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G10:
[3] https://twitter.com/simonrmesser/status/1063332525467033600
[2] https://medium.com/voiceedu/real-world-hooks-to-teach-digital-citizenship-d9de5927ae30
[1] http://theglobaleducationreport.com/?edition_id=c0ece350-0401-11ea-b54a-0cc47a0d1609
[1] https://paper.li/elemenous?edition_id=75f3d330-03bc-11ea-9c15-0cc47a0d164b
[1] https://www.edsurge.com/news/2019-01-09-one-teacher-s-plan-to-close-culture-gaps-in-schools?utm_campaign=site&utm_content=share-1110
[1] https://twitter.com/michaelokaneedu/status/1193189358683217920
[1] https://ww.9to5google.com/2019/11/06/best-black-friday-2019-websites-how-to-deals/
[1] https://twitter.com/verge/status/1192871280434958336
[1] https://www.teq.com/news/top-curriculums-to-implement-steam-now/?utm_content=103283520&utm_medium=social&utm_source=twitter&hss_channel=tw-20063792
[1] https://www.teq.com/news/creating-accessible-presentations-smart-notebook/?utm_content=104467181&utm_medium=social&utm_source=twitter&hss_channel=tw-20063792

Top Domains
Top Domains in Tweet in Entire Graph:
[219] twitter.com
[119] blogspot.com
[105] edsurge.com
[85] shakeuplearning.com
[73] co.uk
[57] bit.ly
[50] youtube.com
[50] jucktion.com
[41] thepaperlesstrail.com
[40] controlaltachieve.com

Top Domains in Tweet in G1:
[5] tweetedtimes.com
[4] edsurge.com
[3] youtube.com
[2] forbes.com
[2] linkedin.com
[1] trib.al
[1] echo360.com

Top Domains in Tweet in G2:
[37] twitter.com
[15] apple.com
[15] tes.com
[11] careerarc.com
[10] linkedin.com
[9] edsurge.com
[9] uis.edu
[9] easytoretire.com
[8] feedblitz.com
[8] freetech4teachers.com

Top Domains in Tweet in G3:
[59] edsurge.com
[41] thepaperlesstrail.com
[10] twitter.com
[10] apple.com
[8] blogspot.com
[8] mattharrisedd.com
[8] k12prospects.com
[6] youtube.com
[6] po.st
[5] echo360.com

Top Domains in Tweet in G4:
[24] explorelearning.com
[21] edsurge.com
[19] ow.ly
[14] freetech4teachers.com
[12] twitter.com
[11] edtechreview.in
[11] wonderexplorelearn.com
[8] blogspot.com
[7] educatorstechnology.com
[6] elearningindustry.com

Top Domains in Tweet in G5:
[49] jucktion.com
[35] cmrubinworld.com
[16] historyview.org
[11] insta360.com
[10] twitter.com
[9] blogspot.com
[7] crowleym.com
[6] paper.li
[6] linkedin.com
[6] finnemoreconsulting.com

Top Domains in Tweet in G6:
[71] shakeuplearning.com
[38] controlaltachieve.com
[16] ditchthattextbook.com
[9] twitter.com
[9] geogebra.org
[7] resumes-for-teachers.com
[6] wordpress.com
[5] edsurge.com
[4] speechling.com
[3] teachable.com

Top Domains in Tweet in G7:
[12] cleverbooks.eu
[9] rdene915.com
[9] anchor.fm
[8] eventbrite.ie
[6] twitter.com
[5] qrcode-monkey.com
[5] edtech4future.com
[4] kqed.org
[4] edtechmagazine.com
[4] voicestorm.com

Top Domains in Tweet in G8:
[6] edtechupdate.com
[5] twitter.com
[3] youtube.com
[2] genial.ly
[2] alicekeeler.com
[2] bmeurl.co
[2] blogspot.com
[2] domingochica.com
[2] msft.social
[2] sharepoint.com

Top Domains in Tweet in G9:
[51] blogspot.com
[22] bit.ly
[10] medium.com
[7] eduporium.com
[6] geekjunior.fr
[6] engagucate.com
[4] youtube.com
[3] teckedin.com
[3] ed.gr
[3] goo.gl

Top Domains in Tweet in G10:
[9] twitter.com
[7] teq.com
[2] medium.com
[2] hubs.ly
[1] theglobaleducationreport.com
[1] paper.li
[1] edsurge.com
[1] 9to5google.com
[1] apple.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3331] edtech
[521] ai
[483] education
[420] edchat
[277] robotics
[235] ar
[229] elearning
[224] iot
[187] vr
[184] learning



Top Hashtags in Tweet in G1:
[537] edtech
[419] ai
[253] robotics
[180] iot
[172] ar
[152] china
[108] vr
[99] augmentedreality
[99] virtualreality
[73] emergingtech

Top Hashtags in Tweet in G2:
[361] edtech
[69] education
[59] edchat
[51] teachers
[46] tech
[34] elearning
[29] ukedchat
[26] learning
[19] edtechchat
[18] sltchat

Top Hashtags in Tweet in G3:
[279] edtech
[67] edchat
[40] k12
[40] education
[36] highered
[19] elearning
[15] learning
[14] kids
[11] preschool
[10] stem

Top Hashtags in Tweet in G4:
[302] edtech
[51] edchat
[50] education
[41] stemed
[26] incmty
[23] startup
[23] edtechchat
[18] gamificación
[16] latam
[16] highered

Top Hashtags in Tweet in G5:
[278] edtech
[97] udemy
[59] elearning
[43] education
[41] vr
[38] 100daysofcode
[38] learning
[37] virtualreality
[37] blacktechtwitter
[33] course

Top Hashtags in Tweet in G6:
[198] edtech
[38] edchat
[25] gsuiteedu
[16] googleslides
[14] engchat
[14] d123
[13] googleclassroom
[13] ditchbook
[13] math
[12] shakeuplearning

Top Hashtags in Tweet in G7:
[86] edtech
[44] education
[35] k12
[32] arvrinedu
[24] edchat
[20] ar
[18] future4edu
[13] cpd
[11] educhat
[11] thriveinedu

Top Hashtags in Tweet in G8:
[108] edtechperu
[66] learninglab
[50] edtech
[13] gamification
[13] googleedu
[11] designthinking
[8] onenote
[6] emag
[6] mindsharereport
[6] cdnedtech19

Top Hashtags in Tweet in G9:
[156] edtech
[62] stem
[58] education
[56] malware
[55] learning
[43] ai
[40] dreamport
[37] technology
[34] elearning
[33] cybersecurity

Top Hashtags in Tweet in G10:
[49] edtech
[10] edchat
[9] appleeduchat
[8] education
[6] stem
[6] bit19
[6] win
[5] keynote
[4] blog
[4] gaetc19

Top Words
Top Words in Tweet in Entire Graph:
[4504] Words in Sentiment List#1: Positive
[946] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[110570] Non-categorized Words
[116020] Total Words
[3331] #edtech
[747] learning
[638] students
[529] free
[521] #ai

Top Words in Tweet in G1:
[537] #edtech
[419] #ai
[357] gt
[278] learning
[266] teachers
[265] students
[265] wef
[264] 10
[264] today
[263] 2030

Top Words in Tweet in G2:
[361] #edtech
[84] edtech
[69] #education
[59] #edchat
[51] #teachers
[48] learning
[46] #tech
[34] #elearning
[34] here
[32] new

Top Words in Tweet in G3:
[279] #edtech
[73] edsurge
[67] #edchat
[42] out
[40] #k12
[40] education
[40] #education
[37] students
[36] #highered
[34] learning

Top Words in Tweet in G4:
[302] #edtech
[91] students
[61] more
[51] #edchat
[50] #education
[41] #stemed
[36] science
[35] classroom
[31] incmty
[31] free

Top Words in Tweet in G5:
[278] #edtech
[212] free
[97] coupon
[97] #udemy
[97] 99
[70] courseverse
[59] #elearning
[46] new
[43] learning
[43] #education

Top Words in Tweet in G6:
[198] #edtech
[107] google
[85] shakeuplearning
[59] free
[57] new
[51] students
[49] use
[45] teachers
[44] classroom
[38] #edchat

Top Words in Tweet in G7:
[86] #edtech
[44] #education
[35] #k12
[32] #arvrinedu
[24] #edchat
[23] free
[22] rdene915
[21] #ar
[18] #future4edu
[17] up

Top Words in Tweet in G8:
[108] #edtechperu
[66] #learninglab
[52] alicekeeler
[50] #edtech
[29] learning
[21] 2
[21] day
[20] edtech_tips
[19] full
[17] google

Top Words in Tweet in G9:
[156] #edtech
[62] #stem
[59] mdmisi
[58] #education
[56] #malware
[55] #learning
[43] #ai
[40] #dreamport
[39] cyberpoint_intl
[37] #technology

Top Words in Tweet in G10:
[49] #edtech
[17] learning
[16] appleedu
[14] new
[13] out
[13] smart
[12] one
[12] students
[12] more
[11] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[275] students,learning
[271] 2030,students
[271] teachers,10
[271] 10,times
[271] times,faster
[271] faster,today
[268] learning,robot
[268] robot,teachers
[264] today,wef
[264] wef,#ai

Top Word Pairs in Tweet in G1:
[263] 2030,students
[263] students,learning
[263] teachers,10
[263] 10,times
[263] times,faster
[263] faster,today
[261] today,wef
[261] wef,#ai
[260] learning,robot
[260] robot,teachers

Top Word Pairs in Tweet in G2:
[30] #edtech,#edchat
[18] #elearning,#edtech
[18] #edtech,#education
[17] check,out
[15] #math,#techtalk
[15] #techtalk,#iphone
[15] #algebra,#edtech
[14] #edchat,#edtech
[14] #re,#rs
[13] download,ultimate

Top Word Pairs in Tweet in G3:
[49] #edtech,#edchat
[34] #edtech,edsurge
[23] check,out
[19] struggle,essential
[19] essential,brain
[19] brain,lives
[16] #education,#edtech
[16] lives,#edtech
[14] real,world
[13] #edtech,#education

Top Word Pairs in Tweet in G4:
[33] #edtech,#stemed
[20] here,#edtech
[19] #edtech,#edtechchat
[18] more,here
[17] incmty,#incmty
[17] #gamificación,nos
[17] nos,gusta
[17] gusta,educatoral
[16] global,#edtech
[16] #education,#edchat

Top Word Pairs in Tweet in G5:
[97] free,coupon
[97] 99,free
[70] courseverse,free
[35] #elearning,#blacktechtwitter
[34] free,#100daysofcode
[34] #udemy,199
[34] 199,99
[33] #blacktechtwitter,#course
[29] suffolk,edtech
[29] edtech,conference

Top Word Pairs in Tweet in G6:
[25] google,classroom
[25] youtube,channels
[21] #edchat,#edtech
[21] google,account
[19] new,post
[19] post,whoa
[19] whoa,office
[19] office,365
[19] 365,free
[19] free,teachers

Top Word Pairs in Tweet in G7:
[14] ar,vr
[13] #edchat,#edtech
[13] #edtech,#arvrinedu
[12] #ar,#cpd
[12] #cpd,#edtech
[10] check,out
[9] #edtech,#education
[8] https,t
[8] t,co
[8] free,copy

Top Word Pairs in Tweet in G8:
[50] #edtechperu,#learninglab
[16] #learninglab,#edtechperu
[16] full,day
[14] 2,#learninglab
[12] cerrando,2
[12] #edtechperu,alicekeeler
[12] alicekeeler,hablando
[12] hablando,#gamification
[12] #gamification,full
[12] day,lleno

Top Word Pairs in Tweet in G9:
[27] take,look
[27] look,#learning
[27] #learning,dark
[27] dark,applying
[27] applying,unsupervised
[27] unsupervised,#learning
[27] #learning,#malware
[27] #malware,#dataset
[27] #dataset,#machinelearning
[27] #machinelearning,#ml

Top Word Pairs in Tweet in G10:
[11] smart,board
[11] board,mx
[9] check,out
[6] #edtech,#edchat
[6] congratulations,wknowlton
[6] wknowlton,kprschools
[6] kprschools,winning
[6] winning,smart
[6] mx,#bit19
[6] #bit19,#edtech

Top Replied-To
Top Replied-To in Entire Graph:
@juandoming
@cmrubinworld
@dr_jfprice
@liveandmove
@alicekeeler
@mrshirn_edtech
@sgteach_sari
@snowden
@nicoleyershon
@margaretferrier

Top Replied-To in G1:
@paula_piccard

Top Replied-To in G2:
@img_advisors

Top Replied-To in G3:
@_theabstract1
@edsurge
@frankcatalano

Top Replied-To in G4:
@incmty
@phausedu

Top Replied-To in G5:
@cmrubinworld
@tk1ng
@chrisleach78
@suz31707
@xplorestem
@carly_beer
@75navigator
@stem_chick_fl
@missagnone
@bvsciencenerd

Top Replied-To in G6:
@edugoogdroid

Top Replied-To in G7:
@rachaeledu
@debzemanlms
@tammyfry
@cospaces_edu
@edtech_k12
@edtech4future
@sarahdateechur

Top Replied-To in G8:
@alicekeeler
@edtech_tips
@vargaspinella
@lorimcewen
@pacutler
@carmefenoll
@sergidelmoral
@liriosaez
@chitchatnasto
@julesmrs99

Top Replied-To in G9:
@bbborrell
@ocpalloneword2

Top Replied-To in G10:
@dr_jfprice
@jess_edtech
@mrsaemartindale
@apple
@mrstubbsclass
@kristenbrooks77
@dhh
@merz
@msmorgan2012
@appleedu

Top Mentioned
Top Mentioned in Entire Graph:
@wef
@paula_piccard
@evankirstel
@haroldsinnott
@shakeuplearning
@mikequindazzi
@edsurge
@courseverse
@xhnews
@mtholfsen

Top Mentioned in G1:
@wef
@paula_piccard
@evankirstel
@haroldsinnott
@mikequindazzi
@xhnews
@kanezadiane
@enricomolinari
@mashable
@sallyeaves

Top Mentioned in G2:
@drescotet
@collegeip
@fenews
@edtechfam
@ashaimpact
@ryoaokijp
@makersempire

Top Mentioned in G3:
@edsurge
@commonsenseed
@edtech_highered
@odem_io
@chrisdaviscng
@eraser
@rdene915
@lilylearn_fr
@vartek
@jacobwoolcock

Top Mentioned in G4:
@incmty
@explorelearning
@googleforedu
@ferval100
@ludigencia
@njea
@fuglefun
@higheredsurge
@educre8ive
@simpliteach

Top Mentioned in G5:
@courseverse
@cmrubinworld
@cccsuffolk
@oecd
@historyviewvr
@sandyofipswich
@tech_missc
@schleicheroecd
@oecdeduskills
@boyle_thomas

Top Mentioned in G6:
@shakeuplearning
@ericcurts
@jmattmiller
@specia
@thekevinjbutler
@mradamwelcome
@jakemillertech
@dynamic_math
@easybib
@craigklement

Top Mentioned in G7:
@rdene915
@clever_books
@purpleelatchr
@edtech_k12
@cospaces_edu
@tishrich
@maggiejcox
@jennfisk
@squintan
@lisamlove1996

Top Mentioned in G8:
@alicekeeler
@edtech_tips
@jociu
@wakelet
@luciovelarde1
@vargaspinella
@javierjrtt
@iste
@huisatellez
@utecedu

Top Mentioned in G9:
@mdmisi
@cyberpoint_intl
@eraser
@uscybercommand
@mddailyrecord
@enginogroup
@disruptcyprus
@oeiecuador
@ciespal
@uscybercom

Top Mentioned in G10:
@appleedu
@smart_tech
@gaetconf
@scratch
@microsoftedu
@spheroedu
@wknowlton
@kprschools
@techknoweduguru
@gccisd_edtech

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@geoffrey_payne
@cybertoolsbooks
@defendressofsan
@gamergeeknews
@startupsbot
@deejayiwan
@evankirstel
@digestwordpress

Top Tweeters in G1:
@arkangelscrap
@geoffrey_payne
@defendressofsan
@deejayiwan
@evankirstel
@richsimmondsza
@swissbusiness
@calcaware
@mashable
@nicochan33

Top Tweeters in G2:
@cybertoolsbooks
@iam__network
@mzteachuh
@marypatriotnews
@iamdrwill
@best_biz_ads
@smesecurity
@techtia
@amruthasuri
@grjenkin

Top Tweeters in G3:
@chidambara09
@edgametec
@riyadhalrifai
@sanrau
@sshin6591
@educationweek
@vrgamersbot
@dmalert
@cvarsalona
@buncee

Top Tweeters in G4:
@startupsbot
@haniwafactory
@mdrechsler
@educatormaguk
@scalarhumanity
@danigranatta
@simpliteach
@cecilia_bocking
@office365
@classroomcrafts

Top Tweeters in G5:
@ottlegalrebels
@codernotesbot
@huwsayer
@phoenixgyaan
@femtech_
@jhergony
@korytellers
@researchmrx
@xaelbot
@socentlive

Top Tweeters in G6:
@411emilio
@jcorippo
@urbie
@nikfarmath
@nplace1
@shakeuplearning
@e_sheninger
@iteachmathall
@jmattmiller
@mradamwelcome

Top Tweeters in G7:
@rdene915
@sarahdateechur
@dculberhouse
@sou_2022
@edchateu
@coolcatteacher
@rosaisiah
@mbfxc
@chouinardjahant
@tishrich

Top Tweeters in G8:
@alicekeeler
@designthinkbot
@flipgrid
@serve4impact
@google
@eugene_byers
@somiatwiter
@mcleod
@sprintbaseb
@mferres

Top Tweeters in G9:
@sectest9
@gamergeeknews
@aaroncuddeback
@eraser
@nembotavy_0101
@marshacollier
@cybersec_feeds
@andrewmorrisuk
@forbes
@thecuriousluke

Top Tweeters in G10:
@applenws
@gr8wheels
@elemenous
@iplante
@gregbagby
@dhh
@appleinsider
@microsoftedu
@merz
@juliedavisedu


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