edtech, Twitter, 4/25/2022 7:25:59 PM, 275528


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edtech_2022-04-25_03-45-01.xlsx
edtech_2022-04-25_03-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 25, 2022
Short Description:
edtech via NodeXL https://bit.ly/3OAghsS
@markj_ohnson
@scalarhumanity
@forbes
@bloxai
@edtech_k12
@dashbhaicorpo
@ncce_edtech
@rdene915
@mrshowell24
@aws_edu

Top hashtags:
#edtech
#education
#edchat
#ai
#k12
#elearning
#byjus
#learning
#ncce22
#highered

Description:
Description
The graph represents a network of 5,888 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, 25 April 2022 at 10:58 UTC.

The requested start date was Monday, 25 April 2022 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, 16-hour, 15-minute period from Thursday, 21 April 2022 at 07:45 UTC to Monday, 25 April 2022 at 00:00 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 : 5888
Unique Edges : 5975
Edges With Duplicates : 11549
Total Edges : 17524
Number of Edge Types : 5
Mentions : 4019
MentionsInRetweet : 6590
Retweet : 4213
Tweet : 2369
Replies to : 333
Self-Loops : 2536
Reciprocated Vertex Pair Ratio : 0.0538587083236186
Reciprocated Edge Ratio : 0.102212389380531
Connected Components : 897
Single-Vertex Connected Components : 498
Maximum Vertices in a Connected Component : 3565
Maximum Edges in a Connected Component : 13810
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.913414
Graph Density : 0.000260799403254038
Modularity : 0.455975
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,888 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, 25 April 2022 at 10:58 UTC.

The requested start date was Monday, 25 April 2022 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, 16-hour, 15-minute period from Thursday, 21 April 2022 at 07:45 UTC to Monday, 25 April 2022 at 00:00 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".

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:
[66] https://www.information-age.com/edtech-trends-for-near-future-123499216/
[37] https://www.scoop.it/topic/aprendizaje-online-by-net-learning/p/4126337911/2021/08/13/guia-para-disenar-secuencia-didactica
[30] https://www.edsurge.com/news/2022-04-18-7-edtech-trends-to-watch-in-2022-a-startup-guide-for-entrepreneurs
[18] http://www.downingedtech.com/
[18] https://ardorcomm-media.com/heet/#Enquiry
[17] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1dqm7oM9d5VwimG2jl8ycw_rGy-I2VKeNaNXLM6ZRdAA/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1dqm7oM9d5VwimG2jl8ycw_rGy-I2VKeNaNXLM6ZRdAA/edit?usp%3Dsharing<mpl=slides
[16] https://edtechmagazine.com/higher/k12/article/2022/04/how-make-data-science-education-more-approachable
[16] https://www.edsurge.com/news/2022-04-19-what-edtech-can-learn-from-covid-vaccines
[14] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp
[13] https://youtu.be/hVm5HbVhFCs

Top URLs in Tweet in G1:
[54] https://www.information-age.com/edtech-trends-for-near-future-123499216/
[20] https://www.edsurge.com/news/2022-04-18-7-edtech-trends-to-watch-in-2022-a-startup-guide-for-entrepreneurs
[16] https://edtechmagazine.com/higher/k12/article/2022/04/how-make-data-science-education-more-approachable
[12] https://www.marktechpost.com/2022/01/29/latest-research-based-on-ai-building-ai-models/?utm_content=buffer51c5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://yourstory.com/2022/04/artificial-intelligence-edtech-data-personalisation/amp
[9] https://www.msn.com/en-us/money/personalfinance/what-is-the-metaverse-and-what-can-it-do-for-me/ar-AAWk5xv?ocid=BingNewsSearch
[8] https://www.rdene915.com/
[8] https://www.directnews99.site/2022/04/3-challenges-to-the-universal-adoption-of-AI.html
[7] https://www.forbes.com/sites/forbestechcouncil/2022/04/18/the-gamification-of-edtech-virtual-learning-on-the-road-to-the-metaverse/?sh=73fd29646213
[7] https://thenextweb.com/news/2-surprising-uses-blockchain-could-change-world-interview

Top URLs in Tweet in G2:
[14] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1dqm7oM9d5VwimG2jl8ycw_rGy-I2VKeNaNXLM6ZRdAA/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1dqm7oM9d5VwimG2jl8ycw_rGy-I2VKeNaNXLM6ZRdAA/edit?usp%3Dsharing<mpl=slides
[11] https://youtu.be/hVm5HbVhFCs
[8] https://docs.google.com/presentation/d/e/2PACX-1vSK5lp9VDFQPrL2Pd0MoYSsZGs8jc_pPOMES7xJkkXKe7ild49ttMP9vdecx1_GKQ888wAisvl103fO/pub?start=true&loop=false&delayms=5000
[7] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1r14L2l4QPDXok04EELephfrPUYPd_OH2JI-EUjdRwME/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1r14L2l4QPDXok04EELephfrPUYPd_OH2JI-EUjdRwME/edit?usp%3Dsharing<mpl=slides
[6] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1-kaXMIxDiJd_xscqULKME2Q0IX7C35X-QGwJ_abYiY4/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1-kaXMIxDiJd_xscqULKME2Q0IX7C35X-QGwJ_abYiY4/edit?usp%3Dsharing<mpl=slides
[6] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1kpqzGNivpBahpD77-omoV-ODLqMI4Pp4b-mOKIsH-7U/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1kpqzGNivpBahpD77-omoV-ODLqMI4Pp4b-mOKIsH-7U/edit?usp%3Dsharing<mpl=slides
[6] https://edtechmagazine.com/k12/article/2022/04/30-k-12-it-influencers-follow-2022
[6] https://www.youtube.com/watch?v=mQLVm4GA1sY

[4] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/10xfBkoytP76-Y_jPv7FGWQ1nu_aax-eIagacNlsL3iQ/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/10xfBkoytP76-Y_jPv7FGWQ1nu_aax-eIagacNlsL3iQ/edit?usp%3Dsharing<mpl=slides
[4] https://www.teachercast.net/edtech-integration-plan-edtech-menu/?utm_campaign=would-you-ever-consider-creating-an-edtech-menu-to-support-your-instructional-coaches-and-professional-development-program&utm_medium=social_link&utm_source=missinglettr-twitter#utm_source=rss&utm_medium=rss&utm_campaign=edtech-integration-plan-edtech-menu

Top URLs in Tweet in G3:
[8] https://www.information-age.com/edtech-trends-for-near-future-123499216/
[7] https://www.edsurge.com/news/2022-04-19-what-edtech-can-learn-from-covid-vaccines
[7] https://edtech-media.com/2016/05/18/tok
[6] https://edu.watch.impress.co.jp/docs/topic/special/1401906.html
[4] https://www.edsurge.com/news/2022-04-18-7-edtech-trends-to-watch-in-2022-a-startup-guide-for-entrepreneurs
[4] https://classtechtips.com/free-stuff-favorites/
[4] https://edtech-media.com/2017/02/15/sai
[3] https://twinybots.ch/
[3] https://edu.watch.impress.co.jp/docs/news/1404398.html
[3] https://ift.tt:443/2x97uZf

Top URLs in Tweet in G4:
[18] https://ardorcomm-media.com/heet/#Enquiry
[7] https://verbalfeedback.page.link/install
[6] http://chemdo.org/pH/
[5] https://www.colibris-outilslibres.org/
[4] https://kokoroe.co/fr/courses/resolution-de-problemes/serendipite-faire-naitre-les-idees
[3] https://www.corporatetraining.coffee/post/17-top-corporate-training-startups-companies-utah
[3] https://twitter.com/i/spaces/1BdxYwMYpZYGX
[3] https://www.studyfinds.org/singles-date-up/
[3] https://www.scoop.it/topic/igeneration-21st-century-education/p/4131813792/2022/04/23/jeopardylabs-a-great-tool-to-create-jeopardy-like-games-via-educatorstech?utm_medium=social&utm_source=twitter
[3] https://breshna.io/

Top URLs in Tweet in G5:
[12] https://www.cosn.org/edtech-topics/state-of-edtech-leadership/
[4] https://www.edsurge.com/news/2022-04-19-what-edtech-can-learn-from-covid-vaccines
[4] https://www.edsurge.com/news/2022-04-18-sec-cardona-this-is-our-moment-to-improve-education-here-s-our-plan?utm_campaign=site&utm_content=share-421
[4] https://www.edsurge.com/news/2022-04-19-expensive-textbooks-are-still-a-problem-will-higher-quality-oer-help?utm_campaign=site&utm_content=share-421
[3] https://www.edsurge.com/news/2022-04-18-7-edtech-trends-to-watch-in-2022-a-startup-guide-for-entrepreneurs?utm_campaign=site&utm_content=share-421
[2] https://www.edsurge.com/news/2022-04-18-7-edtech-trends-to-watch-in-2022-a-startup-guide-for-entrepreneurs?utm_campaign=site&utm_content=share-423
[2] https://www.prnewswire.com/news-releases/hmh-digital-solutions-amira-waggle-and-writable-with-hmh-into-literature-named-finalists-in-2022-codie-awards-301530538.html
[2] https://www.edtechdigest.com/2022-finalists-winners/
[2] https://www.edsurge.com/news/2022-04-19-what-edtech-can-learn-from-covid-vaccines?utm_campaign=site&utm_content=share-420
[2] https://www.edsurge.com/news/2022-04-18-7-edtech-trends-to-watch-in-2022-a-startup-guide-for-entrepreneurs

Top URLs in Tweet in G6:
[6] https://qwikxr.com:443/
[6] http://www.downingedtech.com/
[5] https://www.scoop.it/topic/e-learning-inclusivo/p/4131821500/2022/04/24/como-va-a-sobrevivir-el-docente-en-el-siglo-xxi?utm_medium=social&utm_source=twitter
[5] https://e-learning-teleformacion.blogspot.com/2020/02/inteligencia-artificial-en-educacion.html
[3] https://www.linkedin.com/pulse/elearning-innovaci%25C3%25B3n-o-libertad-de-aprendizaje-juan-farnos/
[3] https://outcourse.co.uk/course-production/
[3] https://www.gettingsmart.com/2022/04/18/metaverse-and-education-what-do-we-need-to-know/
[3] https://dan.com/buy-domain/prometheantv.com?redirected=true&tld=com
[2] https://e-learning-teleformacion.blogspot.com/2020/01/education-in-artificially-intelligent.html
[2] https://e-learning-teleformacion.blogspot.com/2019/11/higher-education-disruption.html

Top URLs in Tweet in G7:
[3] https://educationendowmentfoundation.org.uk/education-evidence/guidance-reports/digital
[2] https://ictevangelist.com/evidence-informed-strategies-with-edtech-that-work/
[2] https://www.youtube.com/watch?v=2iCa6BbPLYw

[1] https://youtu.be/2iCa6BbPLYw?utm_campaign=DGS%20-%20EP%206&utm_content=205312327&utm_medium=social&utm_source=twitter&hss_channel=tw-785370705642881024
[1] https://www.youtube.com/watch?v=2iCa6BbPLYw&utm_campaign=DGS%20-%20EP%206&utm_content=203143545&utm_medium=social&utm_source=twitter&hss_channel=tw-785370705642881024

[1] https://youtu.be/2iCa6BbPLYw?utm_campaign=DGS%20-%20EP%206&utm_content=205309780&utm_medium=social&utm_source=twitter&hss_channel=tw-785370705642881024
[1] https://blog.i3-technologies.com/en/digital-genius-school-series-ep6?utm_campaign=DGS
[1] -
[1] EP
[1] 6&utm_source=twitter&utm_medium=social&utm_term=MA&utm_content=DGS_EP6_MA_Twitter

Top URLs in Tweet in G8:
[2] https://aws.amazon.com/government-education/worldwide/india/?sc_channel=sm&sc_campaign=Public_Sector&sc_publisher=TWITTER&sc_country=india&sc_geo=APAC&sc_outcome=awareness&trkCampaign=PS_India_Campaign&sc_content=PS_India_Campaign&sc_category=Amazon
[2] Web
[2] Services
[2] (AWS)&trk=PS_India_Campaign
[1] https://aws.amazon.com/blogs/publicsector/7-edtech-trends-2022-startup-guide-edtech-entrepreneurs/?sc_channel=sm&sc_campaign=Public_Sector&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=2022_AWSEdStart_EdTechStartUpGuide&sc_content=startupguide&sc_category=Amazon
[1] Simple
[1] Storage
[1] Service
[1] (Amazon
[1] S3),Amazon

Top URLs in Tweet in G9:
[12] http://www.downingedtech.com/
[7] http://johnemackinstitute.org/2022/04/the-phenomenon-control-system-or-developmental-driver/
[7] https://www.technologyreview.com/2019/12/27/131071/ai-mit-bingo-game-to-teach-about-kids-ai/
[7] https://www.downingedtech.com/
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275370
[4] https://www.weareteachers.com/best-tech-tools-for-student-engagement/?utm_medium=Social&utm_source=Twitter#Echobox=1650559377-3
[4] https://www.schooledintech.com/chromebook-keyboard-shortcuts/
[4] https://blog.tcea.org/chrome-os-flex/
[4] http://downingedtech.com
[4] https://biteable.com/watch/3270096/3b401b59b5a7c2206e52fe9063ca2b5f

Top URLs in Tweet in G10:
[1] https://www.theguardian.com/uk-news/2022/apr/23/three-cabinet-ministers-reportedly-facing-allegations-of-sexual-misconduct?CMP=Share_AndroidApp_Other
[1] https://www.businessinsider.com/romania-faces-hundreds-ukrainian-kids-arriving-alone-nuclear-disaster-fears-2022-4
[1] https://www.insider.com/indias-first-openly-gay-prince-conversion-therapy-lgbtq-community-2022-4
[1] https://twitter.com/bbcnews/status/1517015127907840001
[1] https://twitter.com/mccannr1/status/1516829628224184326

Top Domains
Top Domains in Tweet in Entire Graph:
[268] twitter.com
[133] blogspot.com
[125] edsurge.com
[104] youtube.com
[96] co.uk
[94] google.com
[92] information-age.com
[80] scoop.it
[77] amazon.com
[68] indiatimes.com

Top Domains in Tweet in G1:
[72] information-age.com
[56] blogspot.com
[52] oodlu.org
[37] twitter.com
[32] amazon.com
[28] yourstory.com
[28] edsurge.com
[27] rdene915.com
[20] neolms.com
[19] indiatimes.com

Top Domains in Tweet in G2:
[61] google.com
[55] twitter.com
[35] shakeuplearning.com
[31] youtube.com
[21] edtechmagazine.com
[15] youtu.be
[12] smarttech.com
[11] historyview.org
[11] amazon.com
[10] pathable.com

Top Domains in Tweet in G3:
[49] wantedly.com
[24] co.jp
[23] indiatimes.com
[21] twitter.com
[16] dy.si
[15] edtech-media.com
[13] edsurge.com
[10] linkedin.com
[10] co.uk
[9] information-age.com

Top Domains in Tweet in G4:
[33] twitter.com
[29] amazon.com
[23] indiatimes.com
[18] ardorcomm-media.com
[15] yourstory.com
[13] co.uk
[10] livemint.com
[10] edsurge.com
[8] chemdo.org
[8] scoop.it

Top Domains in Tweet in G5:
[61] edsurge.com
[20] explorelearning.com
[13] cosn.org
[13] twitter.com
[3] siia.net
[2] prnewswire.com
[2] edtechdigest.com
[2] istation.com
[2] nyscate.org
[2] tutor.com

Top Domains in Tweet in G6:
[55] blogspot.com
[44] co.uk
[18] medium.com
[17] voicestorm.com
[17] edtechmagazine.com
[16] scoop.it
[10] linkedin.com
[8] youtube.com
[7] b.link
[6] twitter.com

Top Domains in Tweet in G7:
[8] twitter.com
[5] youtube.com
[4] ictevangelist.com
[4] co.uk
[3] org.uk
[2] global-edtech.com
[2] youtu.be
[2] i3-technologies.com
[1] worldbank.org
[1] amzn.to

Top Domains in Tweet in G8:
[3] amazon.com
[1] forbes.com

Top Domains in Tweet in G9:
[26] downingedtech.com
[10] twitter.com
[9] weareteachers.com
[8] tcea.org
[7] johnemackinstitute.org
[7] technologyreview.com
[6] freetech4teachers.com
[6] nodexlgraphgallery.org
[4] schooledintech.com
[4] biteable.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] theguardian.com
[1] businessinsider.com
[1] insider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3906] edtech
[688] education
[495] edchat
[333] ai
[326] k12
[283] elearning
[271] byjus
[220] learning
[178] ncce22
[158] highered



Top Hashtags in Tweet in G1:
[1036] edtech
[319] education
[226] ai
[216] edchat
[152] k12
[115] learning
[111] datascience
[107] digital
[94] byjus
[92] iot

Top Hashtags in Tweet in G2:
[438] edtech
[175] ncce22
[134] ncce2022
[110] edchat
[101] tlap
[98] etcoaches
[96] ditchbook
[96] k12
[77] googleedu
[69] hacklearning

Top Hashtags in Tweet in G3:
[398] edtech
[60] byjus
[59] education
[49] wantedly
[38] edchat
[29] elearning
[24] onlinelearning
[19] learning
[19] abfuturepesabkahaq
[18] edtechchat

Top Hashtags in Tweet in G4:
[528] edtech
[117] byjus
[63] education
[60] edchat
[36] cryptocurrency
[35] highered
[29] k12
[27] avtweeps
[26] business
[25] elearning

Top Hashtags in Tweet in G5:
[190] edtech
[61] codie22
[18] stemed
[16] edtechchat
[13] elgizmos
[8] cybersecurity
[7] incto
[5] highered
[5] k12
[4] sponsoredcontent

Top Hashtags in Tweet in G6:
[240] edtech
[76] elearning
[71] highered
[65] education
[57] educación
[30] pedagogy
[29] edreform
[28] mlearning
[28] opensource
[24] pedagogía

Top Hashtags in Tweet in G7:
[51] edtech
[12] saashow22
[10] teachertechsummit
[9] theedtechshow
[9] anme
[5] gegamman
[5] ramadan
[5] edtechchat
[5] edchat
[4] bett2022

Top Hashtags in Tweet in G8:
[119] awseducate
[3] edtech
[1] awsedstart

Top Hashtags in Tweet in G9:
[129] edtech
[69] womenintech
[64] influence
[58] ai
[53] womeninstem
[40] ml
[40] sdgs
[34] iot
[34] womenempowerment
[32] stem

Top Hashtags in Tweet in G10:
[1] misogyny
[1] sexualharassment
[1] naturalhistorygcse

Top Words
Top Words in Tweet in Entire Graph:
[3907] #edtech
[1170] edtech
[841] education
[760] learning
[688] #education
[628] students
[527] more
[495] #edchat
[453] 2022
[378] learn

Top Words in Tweet in G1:
[1038] #edtech
[319] #education
[260] education
[226] #ai
[216] #edchat
[152] #k12
[139] more
[137] learning
[132] 2022
[127] students

Top Words in Tweet in G2:
[438] #edtech
[176] ncce_edtech
[175] #ncce22
[134] #ncce2022
[115] students
[110] #edchat
[109] learning
[107] mrshowell24
[101] #tlap
[98] #etcoaches

Top Words in Tweet in G3:
[397] #edtech
[231] edtech
[93] learning
[66] education
[64] more
[60] #byjus
[59] #education
[49] students
[49] 教育
[49] 株式会社linew

Top Words in Tweet in G4:
[528] #edtech
[117] #byjus
[115] education
[94] edtech
[92] learning
[87] students
[83] 2022
[67] ardorcomm
[64] digital
[63] #education

Top Words in Tweet in G5:
[190] #edtech
[69] edtech
[65] best
[61] #codie22
[58] finalists
[57] edsurge
[50] 2022
[46] codieawards
[43] students
[39] category

Top Words in Tweet in G6:
[240] #edtech
[106] activity
[91] pack
[80] video
[76] #elearning
[71] #highered
[71] year
[71] pupil
[65] #education
[57] #educación

Top Words in Tweet in G7:
[51] #edtech
[23] edtech
[22] join
[20] alkingsley_edu
[19] ictevangelist
[18] april
[18] theanme
[17] digital
[16] delighted
[16] see

Top Words in Tweet in G8:
[119] #awseducate
[119] sol_univofdelhi
[119] gives
[119] underserved
[119] access
[119] education
[119] together
[119] training
[119] socially
[115] aws_edu

Top Words in Tweet in G9:
[129] #edtech
[128] kred
[69] #womenintech
[64] gave
[64] #influence
[58] #ai
[53] #womeninstem
[48] eli_krumova
[40] #ml
[40] #sdgs

Top Words in Tweet in G10:
[6] boris
[4] mps
[4] story
[4] rayner
[4] teachers
[4] back
[4] white
[4] women
[4] honesty
[4] integrity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[232] #byjus,#edtech
[153] #edchat,#edtech
[126] learn,more
[120] access,education
[119] #awseducate,sol_univofdelhi
[119] sol_univofdelhi,gives
[119] gives,underserved
[119] underserved,access
[119] education,together
[119] together,training

Top Word Pairs in Tweet in G1:
[88] big,education
[88] education,ape
[88] #redfored,#tbats
[81] #edchat,#edtech
[80] #tbats,#edchat
[80] #edchat,#k12
[80] #edtech,trends
[79] #byjus,#edtech
[65] #k12,#learning
[64] trends,near

Top Word Pairs in Tweet in G2:
[87] #edtech,#ditchbook
[86] #ditchbook,#tlap
[86] #tlap,#etcoaches
[69] #etcoaches,#hacklearning
[48] #edtech,#edchat
[44] #hacklearning,#gsuiteedu
[44] #gsuiteedu,#googleedu
[37] #googleedu,#celebrated
[28] mrshowell24,using
[27] #edchat,#k12

Top Word Pairs in Tweet in G3:
[50] #byjus,#edtech
[49] 株式会社linew,#wantedly
[47] 教育,爆発的成長中の自社edtechサービスでお客様のdx化を支援
[47] 爆発的成長中の自社edtechサービスでお客様のdx化を支援,株式会社linew
[19] #edtech,#education
[15] edtech,trends
[15] edtech,platform
[14] learn,more
[14] edtech,startup
[14] #edchat,#edtech

Top Word Pairs in Tweet in G4:
[103] #byjus,#edtech
[48] glad,welcome
[32] education,edtech
[31] edtech,conclave
[31] conclave,awards
[25] 6th,2022
[24] #edchat,#edtech
[24] 'eminent,speaker'
[23] #saturdaymotivation,#business
[23] guide,educate

Top Word Pairs in Tweet in G5:
[42] #codie22,#edtech
[42] finalists,best
[40] #edtech,finalists
[38] #edtech,edsurge
[26] congrats,#codie22
[22] 2022,state
[21] cosn's,2022
[21] state,edtech
[21] edtech,leadership
[17] instructional,solution

Top Word Pairs in Tweet in G6:
[74] activity,pack
[61] pupil,activity
[47] video,tutorials
[28] activity,packs
[24] #educación,#education
[22] #elearning,#mlearning
[21] home,school
[20] pack,video
[20] ilearn2primary,year
[19] pack,home

Top Word Pairs in Tweet in G7:
[13] delighted,see
[13] see,report
[13] report,published
[13] published,digital
[13] digital,tools
[13] tools,catalytic
[13] catalytic,effect
[13] effect,advancing
[13] advancing,both
[13] both,educational

Top Word Pairs in Tweet in G8:
[119] #awseducate,sol_univofdelhi
[119] sol_univofdelhi,gives
[119] gives,underserved
[119] underserved,access
[119] access,education
[119] education,together
[119] together,training
[119] training,socially
[115] aws_edu,#awseducate
[115] socially,economicall

Top Word Pairs in Tweet in G9:
[64] gave,kred
[64] kred,#influence
[48] eli_krumova,gave
[41] #womeninstem,#womenintech
[40] #ai,#ml
[34] #influence,#sdgs
[32] #ml,#iot
[26] #edtech,#ai
[25] #iot,#iiot
[21] #stemeducation,#womeninstem

Top Word Pairs in Tweet in G10:
[4] honesty,integrity
[4] boris,johnson
[3] karatsumori05,maitongrooka
[2] 56,mps
[2] mps,accused
[2] accused,sexual
[2] sexual,misconduct
[2] misconduct,combined
[2] combined,appalling
[2] appalling,mos

Top Replied-To
Top Replied-To in Entire Graph:
@ncce_edtech
@juandoming
@soniad_edtech
@ssteachermeg
@cj_tech
@mrnunesteach
@karthiks2206
@r_f17
@khulood_almani
@edtech_k12

Top Replied-To in G1:
@khulood_almani
@pintroid
@bloomzapp
@andyeastcrabbe
@heyymisswilson
@dunkhippo33
@nasscom
@the_pundlit
@buddyxo
@bimedotcom

Top Replied-To in G2:
@ncce_edtech
@soniad_edtech
@mrnunesteach
@apsitjen
@hinkels_hangout
@mrzphd
@bobby_ncce
@mswintermyer
@thewrightleader
@edtech_k12

Top Replied-To in G4:
@ssteachermeg
@mckinseydigital
@edcommission
@willamette_u
@carraway8debbie
@natalieliu0305
@anchor
@techyleaderedu
@kayreenmaria
@kajeet

Top Replied-To in G5:
@edtech_k12

Top Replied-To in G6:
@juandoming
@ubuntu
@graciellehigino

Top Replied-To in G7:
@rondelle10_b
@rro_edtech
@danjaymz
@ms_manak
@jillberry102
@msybibi
@nourishworkplce
@global_edtech
@techyleaderedu
@deputygrocott

Top Replied-To in G9:
@gogopedagogue
@dipak_edtech

Top Replied-To in G10:
@r_f17
@fahad112200
@jimmfelton
@the_sevens_7

Top Mentioned
Top Mentioned in Entire Graph:
@ncce_edtech
@rdene915
@mrshowell24
@sol_univofdelhi
@aws_edu
@edtech_k12
@canva
@edsurge
@khulood_almani
@coopmike48

Top Mentioned in G1:
@rdene915
@khulood_almani
@stratorob
@coopmike48
@hexabitzinc
@beingovee
@getcodescandy
@jakemillertech
@oodlu_tweets
@thriveinedu

Top Mentioned in G2:
@ncce_edtech
@mrshowell24
@canva
@edtech_k12
@wakelet
@wfryer
@googleforedu
@rdene915
@edtechbham
@mikegusto

Top Mentioned in G3:
@edwaves
@2peasandadog
@genovationinc
@thedcctl
@mseideman
@linguistlist
@skymazef3
@7_intelligence
@brbrasseur

Top Mentioned in G4:
@ardorcomm
@higheredav
@epiphanvideo
@banquedesterr
@edtechfrance
@nabshow
@teachersjourney
@etwinningfrance
@josiahway
@technikest

Top Mentioned in G5:
@edsurge
@codieawards
@cosn
@explorelearning
@learnplatformus
@repgracemeng
@istationed
@bart314
@wolters_kluwer
@edmentum

Top Mentioned in G6:
@ilearn2primary
@eraser
@edtech_highered
@juandoming
@apereo
@asu
@educa360_edtech
@jrsowash
@lernys
@digital_sher

Top Mentioned in G7:
@alkingsley_edu
@ictevangelist
@theanme
@cathylewin
@saa_show
@fullonlearning
@wsoeldner
@global_edtech
@wbg_education
@cristobalcobo

Top Mentioned in G8:
@sol_univofdelhi
@aws_edu
@bloxai
@awscloudindia
@colearn_id
@forbes

Top Mentioned in G9:
@kred
@eli_krumova
@tcea
@weareteachers
@afterschool4all
@nikolecpuri
@g4mma
@techreview
@code2040
@mguhlin

Top Mentioned in G10:
@taliyah35335
@karatsumori05
@maitongrooka
@oadla_edtech
@keir_starmer
@carolinelucas
@thisisinsider
@data114
@ajai_wilson
@bangtindaon

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@mistersalesman
@xaelbot
@stigmabaseu
@codedailybot
@rjber15
@independent
@cybersecurityn8

Top Tweeters in G1:
@sectest9
@marshawright
@chidambara09
@xaelbot
@codedailybot
@rjber15
@cybersecurityn8
@coopmike48
@codernotesbot
@fabriciosx

Top Tweeters in G2:
@flipgrid
@npr
@saphnasharonobe
@canva
@google
@joedale
@googlechrome
@teachercast
@jcorippo
@outlook

Top Tweeters in G3:
@stigmabaseu
@marketscafe
@bsindia
@palinterest
@careerage
@newsrelease_jp
@4statenews
@ukedchat
@busines65959783
@_teen_problem

Top Tweeters in G4:
@discord
@bitrichinfo
@getiftech
@prqosjdyofn1ylj
@mataonline
@andrefarfan10
@amwritingbot
@scalarhumanity
@startzai
@openhousetwts

Top Tweeters in G5:
@tcely
@seni_bl
@edsurge
@garay
@explorelearning
@teachbetterteam
@casas_jimmy
@logitech
@discovery
@bekinc

Top Tweeters in G6:
@eraser
@ml_tweet_bot
@opensource_orgs
@calcaware
@piapaulette
@juandoming
@ricardo_ik_ahau
@wagjuer
@ucloudify
@digitalixmx

Top Tweeters in G7:
@marting8177
@marcelamomberg
@ictevangelist
@jillberry102
@rondelle10_b
@artist2005
@grahamandre
@wsoeldner
@aynalemberaki
@sciencesergio

Top Tweeters in G8:
@jugalkhetan
@swatidr3
@pirsinghmodran
@subhash75605792
@busyakram007
@skshabber
@jeri_ll
@vinodjangra1990
@indersi38746689
@budithiraman

Top Tweeters in G9:
@jfsebastian146
@malliardreport
@thesecretjunio1
@rahul05ranjan
@botfemale
@bot_twlehrerz
@superteamup
@snrtg
@bob_gamedev
@b0tsci

Top Tweeters in G10:
@thisisinsider
@insiderintl
@_czarwaga
@jimmfelton
@angelarayner
@samsmethers
@jmpsimor
@peston
@carolinelucas
@insidernews


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