edtech, Twitter, 10/11/2021 10:45:30 PM, 264337


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edtech_2021-10-11_03-29-31.xlsx
edtech_2021-10-11_03-29-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 11, 2021
Short Description:
edtech via NodeXL https://bit.ly/2YKA5Vt
@markj_ohnson
@scalarhumanity
@getiftech
@education_24x7
@byjus
@tcea
@rdene915
@ksthakral
@neilmosley5
@hexabitzinc

Top hashtags:
#edtech
#education
#edchat
#learning
#k12
#elearning
#ai
#teachertwitter
#edtechchat
#stem

Description:
Description
The graph represents a network of 6,342 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 Monday, 11 October 2021 at 10:44 UTC.

The requested start date was Monday, 11 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 7-hour, 36-minute period from Thursday, 07 October 2021 at 16:24 UTC to Monday, 11 October 2021 at 00:01 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 : 6342
Unique Edges : 5955
Edges With Duplicates : 11511
Total Edges : 17466
Number of Edge Types : 5
Retweet : 4463
MentionsInRetweet : 7129
Tweet : 2097
Mentions : 3502
Replies to : 275
Self-Loops : 2182
Reciprocated Vertex Pair Ratio : 0.0358526059533031
Reciprocated Edge Ratio : 0.0692233735711997
Connected Components : 1001
Single-Vertex Connected Components : 511
Maximum Vertices in a Connected Component : 4062
Maximum Edges in a Connected Component : 14169
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.992034
Graph Density : 0.000232776028579853
Modularity : 0.487756
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,342 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 Monday, 11 October 2021 at 10:44 UTC.

The requested start date was Monday, 11 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 7-hour, 36-minute period from Thursday, 07 October 2021 at 16:24 UTC to Monday, 11 October 2021 at 00:01 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] https://techcrunch.com/2021/10/07/softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/
[47] https://www.sheknows.com/living/articles/1141638/online-etiquette-teach-kids/
[44] https://catlintucker.com/2019/01/5-ways-to-design-your-teacher-led-station/
[37] https://techcrunch.com/2021/10/07/softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/?utm_source=dlvr.it&utm_medium=twitter
[34] https://www.bbntimes.com/technology/how-is-technology-changing-the-world-today?utm_content=buffer3db99&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[31] https://www.NewsIn.IT
[28] https://www.youtube.com/user/anbukumar73
[26] https://developer.microsoft.com/en-us/offers/30-days-to-learn-it?challenge_option=8351EDFE-A67A-46D4-81CD-6439844B72AC&ocid=AID3028435_PersonalCSC_Corp_HQ_DOL
[23] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing<mpl=slides
[23] https://jp.techcrunch.com/2021/10/08/2021-10-07-softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/

Top URLs in Tweet in G1:
[30] https://www.bbntimes.com/technology/how-is-technology-changing-the-world-today?utm_content=buffer3db99&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[26] https://www.youtube.com/user/anbukumar73
[25] https://www.NewsIn.IT
[22] https://developer.microsoft.com/en-us/offers/30-days-to-learn-it?challenge_option=8351EDFE-A67A-46D4-81CD-6439844B72AC&ocid=AID3028435_PersonalCSC_Corp_HQ_DOL
[18] https://www.globalknowledge.com/us-en/resources/events/empower-your-skills-with-microsoft-security-compliance-and-identity-sci-certifications/
[16] https://www.rdene915.com/
[16] https://oodlu.org/
[15] https://newsin.it/
[14] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[13] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link

Top URLs in Tweet in G2:
[45] https://www.sheknows.com/living/articles/1141638/online-etiquette-teach-kids/
[41] https://catlintucker.com/2019/01/5-ways-to-design-your-teacher-led-station/
[21] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1rXEBXsKnSsAQnmIvC5seZJ6eLqUjiKfzZ5k3iRn1Kug/edit?usp%3Dsharing<mpl=slides
[19] https://m.tiktok.com/v/7016455739988348166.html?_d=secCgYIASAHKAESPgo8nGqwhY7DEcx9taoJdZR5jOS7AZLVH9Lam67f4t55tpMeUPFyD65DFiEjysYXdavL08GJD9mWvPbFo5CEGgA%3D&checksum=38eae70e352d55a7a176b1fef4b5512109459e308057520ead30172921587cea&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=7016455739988348166&share_link_id=C1B9531D-08FF-4014-BAE8-596F824B111C&source=h5_m×tamp=1633650514&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[10] https://jenniferfindley.com/teaching-reading-virtually
[10] https://www.wgu.edu/heyteach/article/9-key-elements-classroom-gamification-infographic1707.html
[10] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1RIVmhXJkBvNXO_W1DajNeBT-ylTdLOx_3BXwvBz5q8k/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1RIVmhXJkBvNXO_W1DajNeBT-ylTdLOx_3BXwvBz5q8k/edit?usp%3Dsharing<mpl=slides
[7] https://blog.tcea.org/what-empathy-how-practice-empathy-classroom/?utm_source=rss&utm_medium=rss&utm_campaign=what-empathy-how-practice-empathy-classroom#utm_source=rss&utm_medium=rss&utm_campaign=what-empathy-how-practice-empathy-classroom
[7] https://blog.tcea.org/fall-websites/
[7] https://m.tiktok.com/v/7016082428074740997.html?_d=secCgYIASAHKAESPgo8DAOI0oiCkgCIC4uDh2Qc7ND0oJUDHGGQ5fXfWH%2FmQG1PHQaQDyR5crjeBq3NCmawwpieY1U0LsibJW0ZGgA%3D&checksum=0923a7b3f9b14783f6423a221385d85ec3ce37cad2a8d814b0480a70e92d56c2&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=7016082428074740997&share_link_id=DAD6AAB3-4422-4E0F-AAF0-9FAC03D2DDEC&source=h5_m×tamp=1633559181&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy

Top URLs in Tweet in G3:
[24] https://techcrunch.com/2021/10/07/softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/
[16] https://jp.techcrunch.com/2021/10/08/2021-10-07-softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/
[12] https://techcrunch.com/2021/10/07/softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/?utm_source=dlvr.it&utm_medium=twitter
[9] https://techcrunch.com/2021/10/07/entity-academy-edtech/
[6] https://edtech-media.com/2016/05/18/tok
[5] https://twinybots.ch/
[5] https://www.computingatschool.org.uk/news_items/1021
[4] https://finance.yahoo.com/news/softbank-backed-korean-edtech-startup-000032887.html
[4] https://kokoroe.co/articles/le-livre-blanc-30-shades-of-hr-les-30-experts-du-monde-rh-daujourdhui
[3] |

Top URLs in Tweet in G4:
[14] https://www.eduairbox.com/products/eduenergy.html
[7] https://www.forbes.com/sites/anuraghunathan/2021/10/06/byjus-founder-is-on-a-buying-spree-to-keep-his-edtech-company-best-in-class/
[6] https://www.freetech4teachers.com/2021/10/taskade-complete-project-planning.html
[6] https://blogs.worldbank.org/education/kids-are-not-alright-three-ways-edtech-can-support-students-wellbeing-during-covid-19
[5] https://finance.yahoo.com/news/global-edtech-smart-classroom-market-101800203.html
[5] https://techcrunch.com/2021/10/07/entity-academy-edtech/
[5] https://www.economist.com/united-states/2021/09/18/edtech-that-helps-teachers-beats-edtech-that-replaces-them
[5] https://techcrunch.com/2021/10/07/softbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan/
[5] https://teams.microsoft.com/registration/12apwno2KkWuFMp-4XTeZQ,scI48r8Q6kSVdKeJ_n_rQg,taExJUbh_0yqNtI-bIqhOg,N8zqxF6ej0SJ0XeDXvlEhw,Wn-wroUDXk-GwJ_ltZySCQ,tV0ttjEu1kGD8U07FlgPpw?mode=read&tenantId=c2a966d7-367a-452a-ae14-ca7ee174de65
[4] https://learn.prometheanworld.com/give-me-5-five-quick-and-easy-ways-to-get-started-on-your-activpanel/

Top URLs in Tweet in G5:
[10] https://passerelles.makesense.org/
[7] https://www.teachthought.com/technology/50-essential-edtech-tools-by-category/
[3] https://twitter.com/RoseLmdy/status/1446055057112317953
[3] https://edtech-capital.com/aide-aux-devoirs-en-ligne-ou-art-de-la-triche-organisee
[2] https://twitter.com/reseau_canope/status/1446423897486811141
[2] https://juandoming.medium.com/la-gesti%C3%B3n-del-aprendizaje-deja-atr%C3%A1s-la-del-conocimiento-4ee706f1aedb
[2] https://www.linkedin.com/pulse/de-los-activos-del-conocimiento-intangibles-en-el-juan-farnos/?originalSubdomain=es
[2] https://www.linkedin.com/pulse/p%C3%ADldoras-de-como-la-inteligencia-artificial-canaliza-su-juan-farnos/?originalSubdomain=es
[2] https://www.quiz-maker.com/
[2] https://app.livestorm.co/compatibility?compatibility=false&src=registration&url=https%3A%2F%2Fapp.livestorm.co%2Fholoniq%2F2021-holoniq-australia-and-new-zealand-edtech-50

Top URLs in Tweet in G6:
[13] https://techcrunch.com/2021/10/04/indian-edtech-giant-byjus-valued-at-18-billion-in-new-funding/
[2] https://thepienews.com/news/18bn-edtech-giant-byjus-opens-london-hub/?fbclid=IwAR2V4EDcnSYFeXa5fPSmXsLEo-VeDh5eyqUbxfhqNIiW9gP2tAkzyRZydLw
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fwww.thenationalnews.com%2Fbusiness%2Ftechnology%2F2021%2F10%2F10%2Fthe-british-edtech-firm-offering-immersive-work-experience-to-uae-schoolchildren%2F&ct=ga&cd=CAIyHDEwZDAxZTY0ZTQwMjk3MWY6Y28udWs6ZW46Q0E&usg=AFQjCNGqnlNmXQutT6pb6L_9kBj5WJTCPg&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fwww.fenews.co.uk%2Fpress-releases%2F77485-utf-8qbyjue28099sannouncesthelaunchofed-utf-8qtechinnovationhube28098byjue28099slabe28099&ct=ga&cd=CAIyHDEwZDAxZTY0ZTQwMjk3MWY6Y28udWs6ZW46Q0E&usg=AFQjCNECm3SQjxu04MTSEgRYpmco7je22w&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Ftechcrunch.com%2F2021%2F10%2F07%2Fsoftbank-backed-korean-edtech-startup-riiid-acquires-langoo-to-expand-further-to-japan%2F&ct=ga&cd=CAIyHDEwZDAxZTY0ZTQwMjk3MWY6Y28udWs6ZW46Q0E&usg=AFQjCNHJcbvYOdbmfaHDMdFeNNyNky9kmA&utm_source=dlvr.it&utm_medium=twitter
[1] https://yourstory.com/2021/09/funding-alert-vedantu-confirms-its-series-e-investment-100-million-edtech-startup-unicorn/amp
[1] https://www.financialexpress.com/industry/byjus-valuation-touches-18-bn/2343803/
[1] https://www.freepressjournal.in/india/aryan-khan-case-edtech-major-byjus-temporarily-halts-ads-featuring-shah-rukh-khan
[1] https://economictimes.indiatimes.com/tech/funding/byjus-to-raise-up-to-rs-2200-crore-in-funding-led-by-oxshott-venture-fund/articleshow/86758546.cms?utm_source=Twitter&utm_medium=Social&utm_campaign=ETtech
[1] https://twitter.com/CNBCYoungTurks/status/1444960419743821827

Top URLs in Tweet in G7:
[1] https://schools.frogeducation.com/leapsconference?utm_campaign=FrogAsia%20Leaps%20Conference&utm_content=182769963&utm_medium=social&utm_source=twitter&hss_channel=tw-15074090
[1] https://schools.frogeducation.com/realworldlearning/Events/frog21?utm_campaign=Frog%20Conference%202021&utm_content=182625128&utm_medium=social&utm_source=twitter&hss_channel=tw-15074090
[1] https://schools.frogeducation.com/realworldlearning/Events/frog21?utm_campaign=Frog%20Conference%202021&utm_content=182771084&utm_medium=social&utm_source=twitter&hss_channel=tw-15074090
[1] https://global-edtech.com/vr-in-teaching-and-learning-jenson8-and-imd-forge-partnership/
[1] https://ictevangelist.com/getting-hands-on-with-the-ipevo-v4k-pro/
[1] https://www.eteach.com/job/teacher-of-ict-maternity-cover-1178481#.YWMtEjUGnvc.twitter
[1] https://www.amazon.co.uk/Secret-EdTech-Diary-Educational-Technology/dp/1913622630/ref=sr_1_1
[1] https://twitter.com/EducEndowFoundn/status/1446914120293441544
[1] https://www.eventbrite.co.uk/e/digital-poverty-the-pandemic-whats-next-tickets-186752901957
[1] https://twitter.com/mrjones_EDU/status/1446072081825861633

Top URLs in Tweet in G10:
[1] https://twitter.com/DamienMansell/status/1446071530249768961
[1] https://blog.highereducationwhisperer.com/2021/10/personal-attention-delivered-using.html
[1] https://www.jobs.ac.uk:443/job/CJI297/aca
[1] https://twitter.com/gamerlearner/status/1446240667236069388

Top Domains
Top Domains in Tweet in Entire Graph:
[268] twitter.com
[178] youtube.com
[167] techcrunch.com
[108] google.com
[101] co.uk
[83] edtechreview.in
[76] thepaperlesstrail.com
[70] blogspot.com
[56] edsurge.com
[54] linkedin.com

Top Domains in Tweet in G1:
[79] edtechreview.in
[68] youtube.com
[47] hexabitz.com
[40] oodlu.org
[40] newsin.it
[36] twitter.com
[36] voicestorm.com
[36] mzteachuh.org
[30] bbntimes.com
[29] engagucate.com

Top Domains in Tweet in G2:
[45] sheknows.com
[42] catlintucker.com
[39] tcea.org
[36] google.com
[30] tiktok.com
[28] shakeuplearning.com
[28] twitter.com
[25] youtube.com
[11] jenniferfindley.com
[10] wgu.edu

Top Domains in Tweet in G3:
[71] techcrunch.com
[42] twitter.com
[15] co.uk
[15] google.com
[15] indiatimes.com
[13] edtech-media.com
[11] youtube.com
[11] linkedin.com
[10] yourstory.com
[9] yahoo.com

Top Domains in Tweet in G4:
[23] freetech4teachers.com
[19] techcrunch.com
[14] eduairbox.com
[10] yahoo.com
[9] forbes.com
[9] k12prospects.com
[8] wordpress.com
[6] prometheanworld.com
[6] worldbank.org
[6] twitter.com

Top Domains in Tweet in G5:
[13] twitter.com
[10] makesense.org
[10] teachthought.com
[6] linkedin.com
[5] bit.ly
[5] medium.com
[4] edtech-capital.com
[3] livestorm.co
[3] holoniq.com
[2] scoop.it

Top Domains in Tweet in G6:
[13] techcrunch.com
[3] google.com
[2] thepienews.com
[1] yourstory.com
[1] financialexpress.com
[1] freepressjournal.in
[1] indiatimes.com
[1] twitter.com

Top Domains in Tweet in G7:
[7] twitter.com
[3] frogeducation.com
[3] happy2host.education
[2] co.uk
[1] global-edtech.com
[1] ictevangelist.com
[1] eteach.com
[1] wab.edu

Top Domains in Tweet in G10:
[2] twitter.com
[1] highereducationwhisperer.com
[1] ac.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3538] edtech
[656] education
[495] edchat
[394] learning
[274] k12
[228] elearning
[219] ai
[193] teachertwitter
[182] edtechchat
[175] stem



Top Hashtags in Tweet in G1:
[1019] edtech
[388] education
[208] edchat
[162] k12
[155] ai
[130] edtechchat
[103] teaching
[100] learning
[100] startup
[91] elearning

Top Hashtags in Tweet in G2:
[533] edtech
[166] learning
[134] teachertwitter
[64] educoach
[59] edchat
[47] digcit
[44] blendedlearning
[43] ditchbook
[42] education
[41] googleedu

Top Hashtags in Tweet in G3:
[332] edtech
[59] byjus
[49] education
[21] learning
[20] edchat
[20] onlinelearning
[18] technology
[16] elearning
[16] school
[15] amazonacademy

Top Hashtags in Tweet in G4:
[234] edtech
[38] education
[10] sponsored
[9] digcit
[8] logitechedu
[8] digcitweek
[8] edutwitter
[8] tessenshow
[8] lon19
[7] coding

Top Hashtags in Tweet in G5:
[107] tne
[99] edtech
[28] passerelles
[20] numérique
[16] éducation
[14] evidenceb
[13] education
[12] aprendizaje
[11] enseignants
[10] elearning

Top Hashtags in Tweet in G6:
[16] edtech
[3] aryankhan
[3] unicorn
[2] startups
[2] dev
[2] byju
[2] shahrukhkhan
[2] aryankhanarrested
[2] funding
[1] ai

Top Hashtags in Tweet in G7:
[23] edtech
[6] edutwitter
[5] education
[5] digital
[5] westmidlands
[5] edtechhub
[4] frog21
[4] edtech50
[3] schools
[3] blackhistorymonth

Top Hashtags in Tweet in G8:
[1] inzpired
[1] edtech
[1] iste
[1] practicalpd

Top Hashtags in Tweet in G10:
[10] edtech
[5] highered
[2] job
[2] acdev
[2] eddev
[1] onlinelearning
[1] academictwitter
[1] mondaymotivation
[1] edujobs
[1] lx

Top Words
Top Words in Tweet in Entire Graph:
[3541] #edtech
[1520] edtech
[662] more
[656] #education
[652] learning
[612] students
[564] digital
[533] education
[495] #edchat
[412] startup

Top Words in Tweet in G1:
[1020] #edtech
[388] #education
[227] learning
[208] #edchat
[207] more
[162] #k12
[155] #ai
[130] #edtechchat
[128] students
[103] #teaching

Top Words in Tweet in G2:
[533] #edtech
[259] digital
[256] tcea
[203] know
[170] students
[166] #learning
[138] week
[134] #teachertwitter
[102] 10
[101] things

Top Words in Tweet in G3:
[332] #edtech
[284] edtech
[92] startup
[69] riiid
[67] japan
[66] learning
[66] acquires
[65] langoo
[62] softbank
[61] backed

Top Words in Tweet in G4:
[234] #edtech
[95] edtech
[39] students
[38] #education
[36] more
[35] great
[35] education
[32] teaching
[32] plugged
[31] today

Top Words in Tweet in G5:
[220] reseau_canope
[150] jeancastex
[121] par
[119] visite
[115] jmblanquer
[113] vidalfrederique
[107] #tne
[99] #edtech
[95] honoré
[95] valorisation

Top Words in Tweet in G6:
[159] edtech
[157] byjus
[139] startup
[138] featuring
[136] watch
[136] stopped
[136] advertisements
[136] brand
[136] ambassador
[136] shah

Top Words in Tweet in G7:
[23] #edtech
[10] ty_goddard
[8] live
[8] next
[8] week
[8] rondelle10_b
[8] happy2hostedu
[7] learning
[7] ka81
[7] edtech

Top Words in Tweet in G8:
[108] digital
[108] leadership
[108] much
[108] more
[108] simply
[108] implementing
[108] technology
[108] schools
[108] pleasure
[108] share

Top Words in Tweet in G9:
[152] side
[94] edtech
[91] dmuthuk
[80] one
[80] learn
[79] knowledge
[78] free
[78] robbing
[77] available
[77] keen

Top Words in Tweet in G10:
[70] neilmosley5
[66] imagine
[66] website
[66] amazon
[65] going
[65] large
[65] similar
[65] each
[65] owned
[65] different

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[335] edtech,startup
[164] #edtech,#edchat
[149] #edtech,#education
[145] shah,rukh
[145] rukh,khan
[144] softbank,backed
[142] backed,korean
[142] brand,ambassador
[139] #edchat,#edtech
[139] advertisements,featuring

Top Word Pairs in Tweet in G1:
[93] #edtech,#education
[85] #edchat,#edtech
[81] #education,#edtech
[62] #edtech,#edtechchat
[53] find,more
[44] #edtech,#edchat
[42] #byjus,#edtech
[40] more,opportunities
[40] opportunities,co
[38] activity,pack

Top Word Pairs in Tweet in G2:
[131] tcea,digital
[92] digital,citizenship
[89] citizenship,week
[89] week,before
[89] before,know
[89] know,10
[89] 10,things
[89] things,students
[89] students,know
[89] know,digital

Top Word Pairs in Tweet in G3:
[79] edtech,startup
[59] softbank,backed
[58] korean,edtech
[58] riiid,acquires
[57] backed,korean
[57] startup,riiid
[57] acquires,langoo
[57] langoo,expands
[57] expands,japan
[51] #byjus,#edtech

Top Word Pairs in Tweet in G4:
[16] low,consumption
[16] consumption,led
[16] led,bulb
[16] bulb,once
[16] once,plugged
[16] plugged,addition
[16] addition,lighting
[16] lighting,room
[16] room,plugged
[16] plugged,broadcasts

Top Word Pairs in Tweet in G5:
[114] jeancastex,jmblanquer
[109] jmblanquer,vidalfrederique
[95] reseau_canope,honoré
[95] honoré,par
[95] par,visite
[95] visite,jeancastex
[95] vidalfrederique,valorisation
[95] valorisation,#tne
[95] #tne,equipement
[94] reseau_canope,reseau_canope

Top Word Pairs in Tweet in G6:
[137] edtech,startup
[136] watch,edtech
[136] startup,byjus
[136] byjus,stopped
[136] stopped,advertisements
[136] advertisements,featuring
[136] featuring,brand
[136] brand,ambassador
[136] ambassador,shah
[136] shah,rukh

Top Word Pairs in Tweet in G7:
[6] goes,live
[6] next,week
[6] justaguy_lt,happy2hostedu
[6] happy2hostedu,rondelle10_b
[6] rondelle10_b,techntel4u
[6] techntel4u,loveree
[6] marikalecointe,rro_edtech
[6] rro_edtech,urban_teacher
[5] urban_teacher,nordianwobu
[5] nordianwobu,deeubaka

Top Word Pairs in Tweet in G8:
[108] digital,leadership
[108] leadership,much
[108] much,more
[108] more,simply
[108] simply,implementing
[108] implementing,technology
[108] technology,schools
[108] schools,pleasure
[108] pleasure,share
[108] share,experience

Top Word Pairs in Tweet in G9:
[77] knowledge,available
[77] available,free
[77] keen,learn
[76] dmuthuk,one
[76] one,side
[76] side,knowledge
[76] free,those
[76] those,keen
[76] learn,side
[76] side,edtech

Top Word Pairs in Tweet in G10:
[65] imagine,going
[65] going,large
[65] large,website
[65] website,amazon
[65] amazon,similar
[65] similar,each
[65] each,owned
[65] owned,different
[65] different,person
[65] person,freely

Top Replied-To
Top Replied-To in Entire Graph:
@dmuthuk
@barbaracorcoran
@juandoming
@ms_mcelroy1
@jenniferlagarde
@randizuckerberg
@bryoncar
@neilmosley5
@digitaladam20
@teachcardona

Top Replied-To in G1:
@digitaladam20
@teacherteek_4
@laurapappas22
@mit
@businessinsider
@derivita
@jointoucan
@krprabh
@fwdhumanity
@iamwill

Top Replied-To in G2:
@bryoncar
@m_drez
@edtech_podcast
@teacher2teacher
@moore2_learn
@nrpa_hispanoam_
@misslua_edu
@claudiozavalajr
@sek_lab
@iteach5th_cis

Top Replied-To in G3:

Top Replied-To in G4:
@penfoldno1
@peter_scott

Top Replied-To in G5:
@juandoming
@onvslavaitdit
@inria
@edtechfrance

Top Replied-To in G6:
@rasnabhasin
@zaheermerchant

Top Replied-To in G7:
@mrcunninghamedu
@ictevangelist
@evohannan
@justaguy_lt
@ty_goddard
@ms_westlondon

Top Replied-To in G9:
@dmuthuk
@nareshbahrain
@naveenkjay

Top Replied-To in G10:
@neilmosley5
@gamerlearner

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@byjus
@jeancastex
@asianetnewsen
@reseau_canope
@jmblanquer
@vidalfrederique
@ksthakral
@hexabitzinc
@rdene915

Top Mentioned in G1:
@hexabitzinc
@rdene915
@etr_in
@edtech_k12
@ronald_vanloon
@edutechguys
@spirosmargaris
@edutopia
@mselyserobinson
@thriveinedu

Top Mentioned in G2:
@tcea
@catlin_tucker
@mtholfsen
@mrshowell24
@sheknows
@microsoftedu
@microsoft
@apsitjen
@wickededtech
@jakemillertech

Top Mentioned in G3:
@talkingpro
@juchtervbergen
@paulrosengard
@ric9871ric
@3rteachertrain
@winnie229jiang
@dannynic
@knorishfeeds
@2peasandadog

Top Mentioned in G4:
@rmbyrne
@taskade
@edtechdemo
@trendingined
@tim_jumpclarke
@commonsenseed
@abid_patel
@mehtasumeet
@logitech
@blackboard

Top Mentioned in G5:
@jeancastex
@reseau_canope
@jmblanquer
@vidalfrederique
@banquedesterr
@cobaltpoitiers
@makesense
@edtechfrance
@juandoming
@roselmdy

Top Mentioned in G6:
@byjus
@asianetnewsen
@kartipc
@omkar_raii
@vedantu_learn
@iamsrk
@dev_clever
@goldie24_7
@fpjindia
@sbikh

Top Mentioned in G7:
@rondelle10_b
@happy2hostedu
@ka81
@ty_goddard
@techntel4u
@loveree
@marikalecointe
@rro_edtech
@urban_teacher
@alkingsley_edu

Top Mentioned in G8:
@ksthakral
@natonlinesafety

Top Mentioned in G9:
@dmuthuk
@wealthnotes247

Top Mentioned in G10:
@neilmosley5
@ericstoller
@santanuvasant
@jakemillertech
@chrisekennedy
@steve_p_uk

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@cybersec_feeds
@robinsnewswire
@pairsonnalites
@chidambara09
@56perumal
@xaelbot
@codedailybot
@coopmike48

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@artificialbra1n
@ipythonistabot
@morolswediu

Top Tweeters in G2:
@animatorspal
@bar_zie
@iamdrwill
@elizawallace27
@moyazdaughter
@bukik
@traceybenmore
@canva
@shellterrell
@weezykid

Top Tweeters in G3:
@pairsonnalites
@yymods
@csa_dvillamizar
@m_hayase256
@exbulletinuk
@dna
@jetup1
@adabagcompany
@frankbyxmas
@pavelnosok

Top Tweeters in G4:
@fabriciosx
@stfuimtweetn0_o
@davidvorpe65
@getiftech
@winsontang
@michaelcollins
@ndtvindia
@iot_technojeder
@ksev4
@theheadsoffice

Top Tweeters in G5:
@costeslioneler
@deycatherine1
@juandoming
@laveilletechno
@bourganne
@stressfreekids
@aurelienbossy
@pitrko
@marcelamomberg
@mdrechsler

Top Tweeters in G6:
@cnbctv18live
@pairsonnalitesn
@vinodshadija
@n2r3ndr2
@mikedesai
@bhakthlokesh
@1420kunal
@ndsolanki
@prayagrajwaale
@lalithkris

Top Tweeters in G7:
@raesnape
@chrisdysonht
@paulgarvey4
@kemi_oloye
@ictevangelist
@mrefinch
@rondelle10_b
@grahamandre
@mannyawo
@actionjackson

Top Tweeters in G8:
@ksthakral
@madidarnell
@natonlinesafety
@mariayammine
@tgolf15
@cuddlybearjavi
@kipetje6
@stutterrecords
@bren_084
@finny423

Top Tweeters in G9:
@yogi210875
@crgun
@senthil77
@brawling_virago
@ajbaniankush
@dnyanesh115
@biscuit_rotti
@smjalageri
@swarupphd
@kiran_pattar

Top Tweeters in G10:
@garius
@richardmoorhead
@ericstoller
@clairebrooks
@blindandb0ujee
@ghostwhowrites
@sararubenstein
@afdujardin
@paulineridley
@edmerger