edtech, Twitter, 11/30/2021 12:11:59 AM, 267218


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edtech_2021-11-29_03-29-31.xlsx
edtech_2021-11-29_03-29-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2021
Short Description:
edtech via NodeXL https://bit.ly/3FSU4Bc
@markj_ohnson
@scalarhumanity
@beingpractical
@getiftech
@drgauravgarg4
@stpiindia
@jakemillertech
@edsurge
@educatectice
@eraser

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

Description:
Description
The graph represents a network of 5,729 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, 29 November 2021 at 11:44 UTC.

The requested start date was Monday, 29 November 2021 at 01:01 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, 13-hour, 33-minute period from Thursday, 25 November 2021 at 11:26 UTC to Monday, 29 November 2021 at 01:00 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 : 5729
Unique Edges : 5313
Edges With Duplicates : 11898
Total Edges : 17211
Number of Edge Types : 5
Tweet : 2214
Retweet : 4339
MentionsInRetweet : 6951
Replies to : 271
Mentions : 3436
Self-Loops : 2328
Reciprocated Vertex Pair Ratio : 0.0476017000607165
Reciprocated Edge Ratio : 0.0908774776863336
Connected Components : 885
Single-Vertex Connected Components : 514
Maximum Vertices in a Connected Component : 3873
Maximum Edges in a Connected Component : 13925
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.418681
Graph Density : 0.00026289236083008
Modularity : 0.441346
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,729 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, 29 November 2021 at 11:44 UTC.

The requested start date was Monday, 29 November 2021 at 01:01 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, 13-hour, 33-minute period from Thursday, 25 November 2021 at 11:26 UTC to Monday, 29 November 2021 at 01:00 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:
[32] https://m.tiktok.com/v/7035026489204690181.html?_d=secCgwIARCbDRjEFSACKAESPgo8aJaqEi9osI0o1tWrAMbXrB56sOlYrKtitnMHJTfGjAmPumv2p8ffQqaAd93x%2B%2BGK2iTMl6a22Og67RmbGgA%3D&checksum=1ccaf164fad48a9eedfd34b883b3956455f1ee103fa8b306cedcad7bc98a6f9e&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=7035026489204690181&share_link_id=6D8BB145-55EF-4AEA-BED3-1D8B978674EC&source=h5_m×tamp=1637969881&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[26] https://edtechconferences.london/
[26] https://dwango.connpass.com/event/230731/
[25] https://www.rdene915.com/
[24] https://emc2learning.com/
[20] https://oodlu.org/
[19] https://www.linkedin.com/feed/update/urn:li:activity:6810934080511729664
[18] https://www.eduairbox.com/products/eduenergy.html
[17] https://www.bloomberg.com/tosv2.html?vid=&uuid=dc781517-4dd5-11ec-9b9d-44644265414e&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0yNC9iaXRjb2luLW1pbmVyLWdyaWlkLXNhaWQtdG8tYmUtaW4tdGFsa3MtdG8tbWVyZ2Utd2l0aC1zcGFj
[15] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link

Top URLs in Tweet in G1:
[28] https://m.tiktok.com/v/7035026489204690181.html?_d=secCgwIARCbDRjEFSACKAESPgo8aJaqEi9osI0o1tWrAMbXrB56sOlYrKtitnMHJTfGjAmPumv2p8ffQqaAd93x%2B%2BGK2iTMl6a22Og67RmbGgA%3D&checksum=1ccaf164fad48a9eedfd34b883b3956455f1ee103fa8b306cedcad7bc98a6f9e&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=7035026489204690181&share_link_id=6D8BB145-55EF-4AEA-BED3-1D8B978674EC&source=h5_m×tamp=1637969881&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[18] https://www.eduairbox.com/products/eduenergy.html
[15] https://www.bloomberg.com/tosv2.html?vid=&uuid=dc781517-4dd5-11ec-9b9d-44644265414e&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0yNC9iaXRjb2luLW1pbmVyLWdyaWlkLXNhaWQtdG8tYmUtaW4tdGFsa3MtdG8tbWVyZ2Utd2l0aC1zcGFj
[11] https://verbalfeedback.page.link/install
[9] https://www.entrepreneur.com/article/399136
[9] https://www.rdene915.com/
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267066
[8] https://hechingerreport.org/dont-rush-to-spend-on-edtech/
[8] https://dan.com/buy-domain/practically.app?redirected=true&tld=app
[7] https://techcrunch.com/2021/11/07/edtech-startup-brightchamps-comes-out-of-stealth-mode-with-63-million-funding/

Top URLs in Tweet in G2:
[4] https://www.eduprojectsglobaltech.org
[4] https://edtech-media.com/2016/05/18/tok
[4] https://twitter.com/BeingPractical/status/1464807419951730696
[4] https://www.talkingproducts.com/collections/talking-tins-learning-resources/products/talking-tins-yellow-20-seconds-education
[4] https://www.talkingproducts.com/collections/talking-tins-learning-resources/products/talking-products-activity-book
[4] https://leonorcristinasantos.wordpress.com/videos/
[4] https://edtech-media.com/2017/01/03/sai
[3] https://www.et-foundation.co.uk/news/new-community-of-practice-for-digital-skills-and-edtech/
[3] https://edtech-media.com/2017/02/15/sai
[2] https://encoura.org/edtech-solutions-streamline-or-diversify/?&utm_medium=social&utm_source=twitter&utm_campaign=wuc

Top URLs in Tweet in G3:
[3] https://acsel.eu/event/forum-vie-connectee-2021/
[3] https://kokoroe.co/articles/le-livre-blanc-30-shades-of-hr-les-30-experts-du-monde-rh-daujourdhui
[2] https://www.analyticsinsight.net/attention-human-teachers-robot-teachers-are-on-your-way/?utm_content=bufferf0e0b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://app.livestorm.co/p/df70a18f-0549-4d82-8d01-8f559bffe69b
[2] https://www.letudiant.fr/educpros/entretiens/a-c-monneret-edtech-france-depuis-le-covid-les-edtech-sont-un-secteur-attractif.html
[2] https://www.cidj.com/agenda/ij-box-un-outil-pour-developper-sa-veille-professionnelle
[1] https://www.youtube.com/watch?v=mcTYSe_PeBU

[1] https://twitter.com/NicolasTurcat/status/1397193784660738056
[1] https://twitter.com/banquedesterr/status/1464148176777142272
[1] https://www.reseau-canope.fr/my-road

Top URLs in Tweet in G4:
[16] https://www.rdene915.com/
[9] https://payhip.com/b/Y1TA
[7] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link
[6] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[6] https://www.getrevue.co/profile/nikpeachey/issues/peacheypublications-edtech-elt-newsletter-november-17th-840469
[6] https://quickshout.blogspot.com/2017/09/10-great-apps-and-games-for-enhancing.html
[6] https://sites.google.com/view/joyfm21
[4] https://quickshout.blogspot.com/2017/08/convert-your-chrome-browser-into.html
[4] https://quickshout.blogspot.com/2011/10/explore-lexical-relationships.html
[4] http://peacheypublications.com/

Top URLs in Tweet in G5:
[1] https://twitter.com/beingpractical/status/1464807419951730696

Top URLs in Tweet in G6:
[11] https://bg.hbr.org/2021/11/how-higher-ed-can-prepare-students-for-todays-digital-jobs
[7] https://www.theguardian.com/technology/2021/oct/29/yeah-were-spooked-ai-starting-to-have-big-real-world-impact-says-expert?utm_content=buffer6bec0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.aiiottalk.com/artificial-intelligence-in-e-learning/
[4] https://www.mckinsey.com/featured-insights/artificial-intelligence/global-ai-survey-ai-proves-its-worth-but-few-scale-impact?utm_content=buffer0f4d0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://e-learning-teleformacion.blogspot.com/2020/03/la-inteligencia-artificial-en-la.html
[3] https://www.bbntimes.com/technology/are-you-afraid-about-ai-s-future-here-s-why-you-shouldn-t-be?utm_content=buffer8676d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://e-learning-teleformacion.blogspot.com/2020/02/yo-infografio-tu-infografias-el-know.html
[3] https://e-learning-teleformacion.blogspot.com/2020/02/vol-15-no-03-2020-international-journal.html
[3] https://juandoming.medium.com/educaci%C3%B3n-disruptiva-una-nueva-manera-de-vivir-fbce2a91ca69
[3] https://juandomingofarnos.wordpress.com/2015/08/03/aprendiz-y-aprendizaje-eduacion-disruptiva/

Top URLs in Tweet in G7:
[8] https://jakemiller.net/tools-for-creating-visuals/?utm_source=rss&utm_medium=rss&utm_campaign=tools-for-creating-visuals
[7] https://www.myedtechbundle.com/
[5] https://shakeuplearning.com/blog/how-to-use-canva-templates-in-google-slides/
[5] https://shakeuplearning.com/blog/how-to-add-a-folder-to-the-chrome-bookmarks-bar/
[4] https://shakeuplearning.com/blog/how-to-plan-a-dynamic-learning-experience-free-template/
[4] https://ditchthattextbook.com/10-ways-to-collaborate-digitally-visually-in-class/
[4] https://anchor.fm/edutechguys/episodes/S7E7---Michael-Finney-e19jb92
[4] https://twitter.com/AnaMPerez1/status/1458932645908340739
[4] https://catlintucker.com/2021/11/student-created-review/
[3] https://ditchthattextbook.com/using-kahoot-and-others-the-way-your-brain-craves/

Top URLs in Tweet in G9:
[8] https://www.edsurge.com/news/2021-11-15-empathy-is-a-crucial-skill-here-is-how-we-are-teaching-it-to-our-students?utm_campaign=site&utm_content=share-1122
[5] https://www.edsurge.com/news/2021-10-27-can-evidence-based-chatbots-prevent-educator-burnout?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://www.edsurge.com/news/2021-11-02-school-leaders-take-note-teacher-care-is-a-lot-more-than-self-care?utm_campaign=site&utm_content=share-1123
[2] https://www.classcastpodcast.com/classcast/ep056-rachelle-dene-poth-virtual-reality-in-schools-evolving-education
[2] https://index.edsurge.com/?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://www.edsurge.com/news/2021-11-11-can-data-literacy-be-fun-the-census-bureau-is-building-an-app-for-that?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://www.edsurge.com/news/2021-11-18-librarians-fight-book-bans-with-twitter-takeover?utm_campaign=site&utm_content=share-1125
[2] https://www.cosn.org/event/cybersecurity-online-workshop-201-advanced-cybersecurity-for-the-remote-learning-environment/2021-11-30/
[2] https://www.edsurge.com/news/2021-11-18-librarians-fight-book-bans-with-twitter-takeover?utm_campaign=site&utm_content=share-1122
[2] https://www.edsurge.com/news/2021-11-24-what-virginia-s-contentious-education-climate-reveals-about-our-collective-trauma?utm_campaign=site&utm_content=share-1126

Top URLs in Tweet in G10:
[26] https://edtechconferences.london/
[4] http://www.digitaled.ie/
[2] http://toi.in/micron/redirect.html?str=tk3o9b
[1] https://www.moneycontrol.com/news/business/startup/edtech-startup-brightchamps-raises-63m-at-a-valuation-of-500m-7691551.html
[1] https://timesofindia.indiatimes.com/business/india-business/edtech-startup-skill-lync-to-hire-3000-employees-in-three-months/articleshow/87714402.cms?from=mdr
[1] https://ngis.stpi.in/
[1] https://www.youtube.com/watch?v=o6sKEV5Zfgs&feature=youtu.be

[1] https://www.kitronik.co.uk/blog/klawsome-microbit-controlled-tank/
[1] https://edtechconferences.london/agenda/

Top Domains
Top Domains in Tweet in Entire Graph:
[220] twitter.com
[172] blogspot.com
[116] co.uk
[91] edsurge.com
[72] google.com
[68] linkedin.com
[63] youtube.com
[57] oodlu.org
[56] indiatimes.com
[53] shakeuplearning.com

Top Domains in Tweet in G1:
[63] blogspot.com
[55] co.uk
[38] engagucate.com
[36] tiktok.com
[34] twitter.com
[33] neolms.com
[31] google.com
[22] edtechreview.in
[21] techcrunch.com
[20] edsurge.com

Top Domains in Tweet in G2:
[38] twitter.com
[27] linkedin.com
[26] edtech-media.com
[24] indiatimes.com
[16] co.uk
[11] youtube.com
[10] yourstory.com
[10] fiscly.com
[8] google.com
[8] talkingproducts.com

Top Domains in Tweet in G3:
[6] twitter.com
[3] acsel.eu
[3] kokoroe.co
[2] reseau-canope.fr
[2] analyticsinsight.net
[2] livestorm.co
[2] letudiant.fr
[2] cidj.com
[2] affen.fr
[1] youtube.com

Top Domains in Tweet in G4:
[18] rdene915.com
[17] scoop.it
[17] blogspot.com
[16] google.com
[16] peacheypublications.com
[14] twitter.com
[10] gettingsmart.com
[9] payhip.com
[7] cospaces.io
[6] apple.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[78] blogspot.com
[31] medium.com
[11] hbr.org
[9] theguardian.com
[7] tec.mx
[7] linkedin.com
[6] twitter.com
[5] wordpress.com
[5] aiiottalk.com
[4] mckinsey.com

Top Domains in Tweet in G7:
[43] shakeuplearning.com
[13] ditchthattextbook.com
[13] twitter.com
[10] jakemiller.net
[7] myedtechbundle.com
[4] anchor.fm
[4] catlintucker.com
[4] geogebra.org
[3] teachable.com
[3] instructure.com

Top Domains in Tweet in G9:
[62] edsurge.com
[3] iste.org
[3] cosn.org
[2] classcastpodcast.com
[2] twitter.com
[1] google.com
[1] everfi.com
[1] pscp.tv
[1] npr.org
[1] edtechmagazine.com

Top Domains in Tweet in G10:
[27] edtechconferences.london
[4] digitaled.ie
[2] toi.in
[1] moneycontrol.com
[1] indiatimes.com
[1] stpi.in
[1] youtube.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4023] edtech
[778] education
[444] edchat
[326] ai
[287] k12
[285] elearning
[233] learning
[147] teachers
[135] edtechchat
[134] teaching



Top Hashtags in Tweet in G1:
[1501] edtech
[275] education
[211] edchat
[175] k12
[144] learning
[120] elearning
[112] ai
[91] redfored
[91] tbats
[68] ditchbook

Top Hashtags in Tweet in G2:
[378] edtech
[69] education
[45] byjus
[23] technology
[23] learning
[20] elearning
[20] edchat
[19] blackfriday
[18] teachers
[18] onlinelearning

Top Hashtags in Tweet in G3:
[142] edtech
[95] educatectice
[14] edtechforgood
[13] radiobdt
[13] ress_num
[12] radio
[12] salondeletudiant
[11] education
[10] dane
[10] dne

Top Hashtags in Tweet in G4:
[207] edtech
[69] education
[56] eal
[51] sel
[51] efl
[51] elt
[49] esl
[48] tesol
[45] k12
[45] tefl

Top Hashtags in Tweet in G5:
[1] edtech
[1] youtube
[1] intro

Top Hashtags in Tweet in G6:
[165] edtech
[78] elearning
[74] education
[73] educación
[46] pedagogy
[41] ai
[40] highered
[40] edreform
[35] pedagogía
[32] tic

Top Hashtags in Tweet in G7:
[135] edtech
[31] edutech
[25] education
[24] googleedu
[23] teacher
[23] teachers
[22] googledocs
[20] edchat
[14] ditchbook
[12] classroom

Top Hashtags in Tweet in G8:
[2] edtech
[2] edtechindia

Top Hashtags in Tweet in G9:
[91] edtech
[9] sel
[9] k12
[9] edtechchat
[8] sponsoredcontent
[5] education
[4] edsurgeindex
[3] stem
[3] cybersecurity
[3] remotelearning

Top Hashtags in Tweet in G10:
[122] edtech
[103] ai
[13] elearning
[4] highered
[4] atlantictu
[4] cuainote
[3] education
[3] onlineeducation
[3] edtechplatform
[3] digitaleducation

Top Words
Top Words in Tweet in Entire Graph:
[4024] #edtech
[1263] edtech
[980] learning
[783] education
[778] #education
[494] more
[444] #edchat
[427] students
[350] school
[336] free

Top Words in Tweet in G1:
[1498] #edtech
[280] education
[275] #education
[211] #edchat
[193] learning
[184] edtech
[175] #k12
[165] more
[144] #learning
[130] students

Top Words in Tweet in G2:
[378] #edtech
[238] edtech
[69] #education
[69] learning
[69] education
[60] more
[46] school
[45] #byjus
[33] students
[33] news

Top Words in Tweet in G3:
[142] #edtech
[95] #educatectice
[77] educatectice
[65] banquedesterr
[48] jmblanquer
[47] très
[43] ministre
[42] salon
[41] ce
[39] stand

Top Words in Tweet in G4:
[207] #edtech
[69] #education
[56] #eal
[51] #sel
[51] #efl
[51] #elt
[49] #esl
[48] #tesol
[45] #k12
[45] #tefl

Top Words in Tweet in G5:
[240] edtech
[222] youtube
[221] beingpractical
[201] biggest
[198] learning
[195] startups
[191] competitor
[15] content
[15] partner
[14] ravihanda

Top Words in Tweet in G6:
[165] #edtech
[78] #elearning
[74] #education
[73] #educación
[70] eraser
[47] learning
[46] education
[46] #pedagogy
[42] educación
[40] #highered

Top Words in Tweet in G7:
[135] #edtech
[69] jakemillertech
[58] learning
[58] create
[43] ways
[42] google
[33] teachers
[33] interactive
[33] much
[33] using

Top Words in Tweet in G8:
[272] something
[138] drgauravgarg4
[138] next
[137] week
[136] announce
[136] very
[136] big
[136] change
[136] education
[136] india

Top Words in Tweet in G9:
[91] #edtech
[66] edsurge
[19] more
[18] students
[17] learning
[14] iste
[14] education
[12] schools
[12] teaching
[11] edtech

Top Words in Tweet in G10:
[122] #edtech
[108] startup
[103] learning
[103] #ai
[100] clarila
[100] technologies
[100] pvt
[100] ltd
[100] focused
[100] gamifying

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[226] edtech,startups
[204] #education,#edtech
[202] learning,edtech
[197] youtube,biggest
[195] biggest,competitor
[195] competitor,learning
[191] beingpractical,youtube
[163] next,week
[160] #edchat,#edtech
[156] #edtech,#education

Top Word Pairs in Tweet in G1:
[91] #redfored,#tbats
[91] #edchat,#k12
[90] big,education
[90] education,ape
[89] #tbats,#edchat
[78] 2021,#redfored
[77] ape,top
[70] #k12,#learning
[64] #edtech,#engchat
[61] #education,#edtech

Top Word Pairs in Tweet in G2:
[37] #byjus,#edtech
[22] edtech,startup
[16] #education,#edtech
[16] edtech,startups
[16] happy,thanksgiving
[15] black,friday
[13] acquisition,corp
[12] #edtech,#education
[11] edtechx,holdings
[11] holdings,acquisition

Top Word Pairs in Tweet in G3:
[41] ministre,jmblanquer
[30] salon,educatectice
[29] ce,matin
[23] laliloapp,#educatectice
[19] #educatectice,très
[19] très,très
[19] très,heureux
[19] heureux,d'avoir
[19] d'avoir,pu
[19] pu,présenter

Top Word Pairs in Tweet in G4:
[51] #efl,#elt
[47] #esl,#efl
[45] #elt,#tesol
[44] #tesol,#eal
[38] #eal,#tefl
[38] #tefl,#edtech
[17] #sel,#edtech
[17] #education,#edtech
[16] #edtech,#sel
[13] #edtech,#k12

Top Word Pairs in Tweet in G5:
[194] edtech,startups
[191] youtube,biggest
[191] learning,edtech
[190] biggest,competitor
[190] competitor,learning
[190] beingpractical,youtube
[10] youtube,edtech
[9] really,youtube
[9] edtech,startup
[9] startup,biggest

Top Word Pairs in Tweet in G6:
[33] #educación,#education
[23] #elearning,#mlearning
[21] #pedagogy,#pedagogía
[18] higher,education
[18] #ñam,educkacción
[18] educkacción,red
[17] #education,#edtech
[16] eraser,#ñam
[14] #pedagogía,#pedagogie
[14] covid,19

Top Word Pairs in Tweet in G7:
[31] #edtech,#edutech
[31] 22,different
[31] different,ways
[31] ways,create
[31] create,media
[31] media,rich
[31] rich,interactive
[31] interactive,maps
[31] maps,deeper
[31] deeper,learning

Top Word Pairs in Tweet in G8:
[137] next,week
[136] announce,something
[136] something,very
[136] very,big
[136] big,next
[136] week,something
[136] something,change
[136] change,education
[136] education,india
[136] india,guess

Top Word Pairs in Tweet in G9:
[45] #edtech,edsurge
[10] empathy,crucial
[10] crucial,skill
[10] skill,teaching
[10] teaching,students
[10] students,#edtech
[7] #edtech,#edtechchat
[7] #edtech,#sponsoredcontent
[7] librarians,fight
[6] edsurge,product

Top Word Pairs in Tweet in G10:
[106] #edtech,startup
[100] clarila,technologies
[100] technologies,pvt
[100] pvt,ltd
[100] ltd,#edtech
[100] startup,focused
[100] focused,gamifying
[100] gamifying,learning
[100] learning,content
[100] content,leveraging

Top Replied-To
Top Replied-To in Entire Graph:
@beingpractical
@benpatrickwill
@juandoming
@drcaberry
@kunalb11
@gccisd_edtech
@drgauravgarg4
@kimkelleh
@21edu
@mlondonedu

Top Replied-To in G1:
@21edu
@mlondonedu
@sfm36
@edtech_chris
@globalgeg
@terrieichholz
@beingpractical
@floopedu
@unclebuck2323
@smartvisibilit1

Top Replied-To in G3:
@mybookinou
@idruide
@robotik_pc
@jmblanquer
@raphcov
@digital_ladies
@educatectice
@juliet_dangelo
@alexandrefour20
@roselmdy

Top Replied-To in G4:
@katypotts
@rondelle10_b
@steinbrinklaura
@staffpodcast
@evohannan
@fungooli
@ed_barton
@joedale
@whatthetrigmath
@uedtech

Top Replied-To in G5:
@beingpractical
@kunalb11
@amuldotexe
@asxna
@ravihanda
@uzi_wal

Top Replied-To in G6:
@juandoming
@mikl_bertrand
@edmustech
@enilev

Top Replied-To in G7:
@hnewland_edtech
@mrandrewrohmann
@jakemillertech

Top Replied-To in G8:
@drgauravgarg4

Top Mentioned
Top Mentioned in Entire Graph:
@beingpractical
@drgauravgarg4
@rdene915
@stpiindia
@edsurge
@eraser
@jakemillertech
@educatectice
@enricomolinari
@banquedesterr

Top Mentioned in G1:
@rdene915
@enricomolinari
@googleforedu
@mrshowell24
@coopmike48
@kred
@mtholfsen
@ilearn2primary
@technologylaura
@eli_krumova

Top Mentioned in G2:
@talkingpro
@edwaves
@2peasandadog
@jclopeztavera
@eduprojects_
@ecampusllc
@soyhenry_ok
@fenews

Top Mentioned in G3:
@educatectice
@banquedesterr
@jmblanquer
@juliet_dangelo
@laliloapp
@nicolasturcat
@plume_app
@edtechfrance
@roselmdy
@edu_num

Top Mentioned in G4:
@rdene915
@rondelle10_b
@global_edtech
@jaimedonally
@nikpeachey
@alkingsley_edu
@ictevangelist
@olewis_coaching
@thriveinedu
@ronanmcnicholl

Top Mentioned in G5:
@beingpractical
@ravihanda
@kunalb11
@law_ninja
@uzi_wal
@raviprabhatsin2

Top Mentioned in G6:
@eraser
@juandoming
@globaliqx
@shi4tech
@observatorioedu
@ipfconline1
@higheredav
@qctrlhq
@apereo
@ped1971

Top Mentioned in G7:
@jakemillertech
@mrkhairi_
@shakeuplearning
@edutechguys
@canvaedu
@jmattmiller
@myedtechbundle
@geogebra
@kamiapp
@canva

Top Mentioned in G8:
@drgauravgarg4

Top Mentioned in G9:
@edsurge
@iste
@allherek12
@cosn
@rdene915
@everfik12
@thriveinedu
@drjaciemaslyk
@edumatchbooks
@edtechfocus

Top Mentioned in G10:
@stpiindia
@kitronik
@aiinstituteuk
@iotworldforum
@skill_lync
@gmitofficial
@omkar_raii
@carinaginty
@brightchamps
@toibusiness

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@edinburghwatch
@gambiste1
@andyvermaut
@xaelbot
@crweworld
@coopmike48
@cybersecurityn8

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@xaelbot
@coopmike48
@cybersecurityn8
@ipythonistabot
@coder_487
@jfsebastian146
@fintechna
@womencodersbot

Top Tweeters in G2:
@crweworld
@singulith
@newsfilterio
@flashalert_me
@hindustantimes
@stckpro
@livemint
@suriyasubraman
@jamesvgingerich
@carlesdijous

Top Tweeters in G3:
@jeandoobs
@laveilletechno
@caring_mobile
@parkerrm39
@jhajibiaharse
@ronald_vanloon
@nathollier
@max_lyashko
@docsiparis12
@digital_ladies

Top Tweeters in G4:
@john_siracusa
@wagjuer
@digitalmaverick
@bar_zie
@vrretweeter
@rlloria
@rdene915
@saphnasharonobe
@ictevangelist
@rondelle10_b

Top Tweeters in G5:
@crgun
@nraimano
@ogferan
@mohloboloko
@mediapython
@doctoremto
@syahmirafsan
@zoeylavish
@sushilsingh607
@iamtaylor_made

Top Tweeters in G6:
@chidambara09
@discovertech3
@timesofindia
@eraser
@juandoming
@nicochan33
@shi4tech
@gvalan
@wsj
@pequeninwarrior

Top Tweeters in G7:
@artificialbra1n
@products_hot
@marciasgreen
@ostraca_eu
@iamdrwill
@npr
@shakeuplearning
@ivdacruz
@jmattmiller
@jakemillertech

Top Tweeters in G8:
@kalwan_sonu_
@suvampaikaray
@mukherjeewritam
@rameshhudda1
@livingvalues7
@choudhary9772
@swarnkarnitin62
@gosawi_a
@rakeshr05889307
@biplabr56933456

Top Tweeters in G9:
@techmemechatter
@rweingarten
@pammoran
@rosario_strano
@sarahdateechur
@edsurge
@s_bearden
@jenwagner
@seesaw
@nea4931

Top Tweeters in G10:
@calcaware
@jacobussystems
@toibusiness
@shrikant_stpib
@rramkumar1976
@dhkshenava
@sidd_raii
@stpiindia
@rahulssg
@bhaweshkj