edtech, Twitter, 10/5/2020 11:36:34 AM, 237040


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edtech_2020-10-05_03-02-04.xlsx
edtech_2020-10-05_03-02-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2020
Short Description:
edtech via NodeXL https://bit.ly/3lhxpo6
@markj_ohnson
@scalarhumanity
@mtholfsen
@drgauravgarg4
@2teach_edtech
@googleforedu
@wef
@steph_edtech
@edsurge
@mahsamoulavi

Top hashtags:
#edtech
#education
#edchat
#elearning
#remotelearning
#microsoftteams
#k12
#learning

Description:
Description
The graph represents a network of 6,308 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, 05 October 2020 at 10:17 UTC.

The requested start date was Monday, 05 October 2020 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, 6-hour, 12-minute period from Thursday, 01 October 2020 at 11:22 UTC to Sunday, 04 October 2020 at 17:35 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 : 6308
Unique Edges : 6014
Edges With Duplicates : 12297
Total Edges : 18311
Number of Edge Types : 5
Retweet : 4417
MentionsInRetweet : 6856
Mentions : 4373
Tweet : 2226
Replies to : 439
Self-Loops : 2329
Reciprocated Vertex Pair Ratio : 0.0511880968243393
Reciprocated Edge Ratio : 0.0973909369388402
Connected Components : 971
Single-Vertex Connected Components : 523
Maximum Vertices in a Connected Component : 4226
Maximum Edges in a Connected Component : 15139
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.077881
Graph Density : 0.00023795665835758
Modularity : 0.473435
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 6,308 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, 05 October 2020 at 10:17 UTC.

The requested start date was Monday, 05 October 2020 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, 6-hour, 12-minute period from Thursday, 01 October 2020 at 11:22 UTC to Sunday, 04 October 2020 at 17:35 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:
[116] https://www.smallcapvoice.com/9-18-19-smallcapvoice-interview-iiot-oxys-itox/
[72] https://www.weforum.org/agenda/2020/08/how-edtech-will-transform-learning-in-the-covid-19-era?utm_source=twitter&utm_medium=social_scheduler&utm_term=Education+and+Skills&utm_content=03/10/2020+18:00
[22] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=2656022011&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-pages-popularity-rank&page=1&langFilter=default#formatSelectorHeader
[20] https://teckedin1.document360.io/docs/en/tech-news-links-sortable
[19] https://teachlearnlead1.blogspot.com/2020/09/flipgrid.html
[17] https://web.cvent.com/event/6ef5671f-dff5-4263-a774-3da15dab58c8/websitePage:d96aee74-d6aa-4c93-8bcb-048abaf2c09e
[16] https://www.thetechieteacher.net/2020/04/how-to-use-slidesgo-templates-for-daily.html
[14] https://www.fastcompany.com/90559139/as-schools-go-remote-two-top-edtech-companies-are-joining-forces
[13] https://anchor.fm/rdene915
[13] https://oodlu.org/

Top URLs in Tweet in G1:
[21] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=2656022011&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-pages-popularity-rank&page=1&langFilter=default#formatSelectorHeader
[18] https://teachlearnlead1.blogspot.com/2020/09/flipgrid.html
[14] https://web.cvent.com/event/6ef5671f-dff5-4263-a774-3da15dab58c8/websitePage:d96aee74-d6aa-4c93-8bcb-048abaf2c09e
[14] https://www.thetechieteacher.net/2020/04/how-to-use-slidesgo-templates-for-daily.html
[12] https://anchor.fm/rdene915
[11] https://www.routledge.com/12-Characteristics-of-Deliberate-Homework/Youngman/p/book/9781003002413?utm_source=individuals&utm_medium=shared_link&utm_campaign=B003023_lr1_1au_7pp_d670_2020projectauthorsasselfpromoters
[11] https://web.reflexmath.com/grants-main/
[10] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[10] https://www.rdene915.com/
[10] https://conference.iste.org/2020CreativeConstructorLab/

Top URLs in Tweet in G2:
[7] http://people.uis.edu/rschr1/et/
[6] https://vmukta.com/page/library?page=1&category=b75239f3-5c3a-4fb3-b18b-3039092fff79&readerlevel=&language=&tag=
[5] https://www.techinasia.com/schools-potential-edtech-indonesia
[5] http://vmukta.com:80/
[4] https://www.fastcompany.com/90559139/as-schools-go-remote-two-top-edtech-companies-are-joining-forces
[4] |
[4] https://www.techinasia.com/schools-potential-edtech-indonesia?utm_source=dlvr.it&utm_medium=twitter
[4] https://tweetedtimes.com/v/19096?s=rgp
[3] https://edtechmagazine.com/k12/article/2020/09/microsoft-education-has-new-features-social-emotional-learning
[3] https://dazeinfo.com/2020/09/24/coursera-users-india-edtech-industry-startups/

Top URLs in Tweet in G3:
[7] https://twitter.com/GoogleForEdu/status/1311757719339180032
[7] http://ditchthattextbook.com/teach-with-kahoot-go-beyond-review-with-the-blind-kahoot//
[6] https://twitter.com/googleforedu/status/1311757719339180032
[6] https://shakeuplearning.com/blog/4-ways-to-use-google-keep-for-feedback-and-assessment/
[6] https://silverliningforlearning.org/episode-29-student-voice/
[6] https://linktr.ee/mrkempnz
[4] https://shakeuplearning.com/remotelearning/
[3] https://gsuiteupdates.googleblog.com/2020/09/smart-cleanup-suggestions-google-sheets.html
[3] https://www.cultofpedagogy.com/inclusive/
[3] http://ditchthattextbook.com/why-your-students-need-a-podcast-how-to-do-it-fast-and-free//

Top URLs in Tweet in G4:
[109] https://www.smallcapvoice.com/9-18-19-smallcapvoice-interview-iiot-oxys-itox/
[18] https://teckedin1.document360.io/docs/en/tech-news-links-sortable
[11] https://makezine.jp/
[11] https://e-learning-teleformacion.blogspot.com/2020/10/exploring-student-perceptions-of.html
[9] https://edurolearning.lpages.co/coetail/
[7] https://learnography.wordpress.com/2020/02/14/small-teachers-are-the-high-performing-students-of-happiness-classroom/
[7] https://e-learning-teleformacion.blogspot.com/2020/01/applying-artificial-intelligence.html
[7] https://techbawaal.com/how-to-watch-ipl-live-in-uae/
[6] https://learnography.wordpress.com/2020/06/19/application-of-students-motor-knowledge-in-day-to-day-brainpage-processing-of-collaborative-classroom/
[6] https://medium.com/

Top URLs in Tweet in G5:
[4] https://twitter.com/sethfewell/status/1312488887499943936
[2] https://www.eventbrite.com/e/novel-effect-webinar-tickets-122325483815
[2] https://www.ktnv.com/news/clark-county-school-district-warns-of-phishing-phone-calls
[1] https://youtu.be/gWtAMXR1mkM
[1] https://education.microsoft.com/en-us
[1] https://support.microsoft.com/office/teams-features-by-platform-debe7ff4-7db4-4138-b7d0-fcc276f392d3
[1] https://www.youtube.com/watch?v=6C2mhAyGNzU&list=PLdHjJccRYryNlNxlFJO7XiHVdr8ah5c_7&index=22&t=0s

[1] https://twitter.com/mtholfsen/status/1311385827268685824
[1] https://www.youtube.com/watch?v=66XWxxYeY2s&list=PLdHjJccRYryP16Fsxj2ev4jOu01xmnS37&index=11

[1] https://www.youtube.com/watch?v=GPNUUrzJ2lI&list=PLdHjJccRYryNHt53xdAYJKQG5L7q6BiNy&index=5


Top URLs in Tweet in G6:
[68] https://www.weforum.org/agenda/2020/08/how-edtech-will-transform-learning-in-the-covid-19-era?utm_source=twitter&utm_medium=social_scheduler&utm_term=Education+and+Skills&utm_content=03/10/2020+18:00
[9] https://www.fastcompany.com/90559139/as-schools-go-remote-two-top-edtech-companies-are-joining-forces?partner=rss&utm_source=twitter.com&utm_medium=social&utm_campaign=rss+fastcompany&utm_content=rss
[8] https://fintechconferences.com/
[4] https://www.weforum.org/agenda/2020/08/how-edtech-will-transform-learning-in-the-covid-19-era/
[3] https://fortune.com/2020/09/30/how-the-pandemic-is-shaping-techs-approach-to-education/
[2] https://twitter.com/anonylyzer13/status/1310980379927482369?s=21
[2] https://blog.neolms.com/14-awesome-examples-of-critical-thinking-edtech/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://blog.neolms.com/how-educators-can-use-edtech-to-teach-students-essential-real-life-skills/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://blog.neolms.com/micro-learning-and-the-short-attention-span/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.fastcompany.com/90559139/as-schools-go-remote-two-top-edtech-companies-are-joining-forces

Top URLs in Tweet in G8:
[9] https://www.fetc.org/?utm_source=twitter&utm_medium=posts&utm_campaign=virtualoctober
[5] https://www.fetc.org/?utm_source=twitter&utm_medium=posts&utm_campaign=virtualseptember
[4] https://therobbreviewblog.com/
[2] https://crashkoeck.tv/tte/?n=Doc_The_Gutter
[2] https://catlintucker.com/2020/08/asynchronous-vs-synchronous/
[2] https://chrisnesi.com/office-hours-podcast-qa-hoet160
[2] https://shakeuplearning.com/blog/25-things-you-didnt-know-google-slides-could-do/
[2] https://www.peardeck.com/learn-pear-deck
[2] https://www.cnn.com/2020/10/03/politics/chris-christie-coronavirus/index.html
[2] https://www.rawstory.com/2020/10/the-white-houses-statements-about-trumps-condition-just-dont-add-up/

Top URLs in Tweet in G9:
[2] http://currikistudio.click/?utm_content=141298273&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[2] http://currikistudio.click/?utm_content=141413477&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://www.currikistudio.org/login?utm_content=141459674&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://www.currikistudio.org/activity/23636/shared?utm_content=141298273&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://youtu.be/4v_mgK-43pI?utm_content=141411914&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://www.currikistudio.org/activity/23636/shared?utm_content=141413477&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://www.curriki.org/roadmap-vision/?utm_content=141533114&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://www.currikistudio.org/activity/23636/shared?utm_content=141533117&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://youtu.be/L4scQJyGO0Q?utm_content=141533118&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://virtual.asugsvsummit.com/2020/page/1573983/register?promo=govirtual&utm_content=141346397&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621

Top URLs in Tweet in G10:
[3] https://edtechmagazine.com/higher/article/2020/09/covid-19-brings-cybersecurity-risks-and-opportunities
[3] https://e-learning-teleformacion.blogspot.com/2020/09/knowledge-maps-for-e-learning-jae-hwa.html
[3] https://edtechmagazine.com/k12/article/2020/10/how-schools-can-host-college-tours-and-fairs-virtually
[2] https://edtechmagazine.com/k12/article/2020/09/online-video-teachers-get-creative-connect-students
[2] https://edtechmagazine.com/k12/article/2020/10/technologies-empower-hybrid-learning
[2] https://www.nytimes.com/2020/09/29/education/schools-technology-future-pandemic.html?utm_content=141519172&utm_medium=social&utm_source=twitter&hss_channel=tw-15563350
[2] https://www.edsurge.com/news/2019-02-20-online-learning-s-greatest-hits?utm_content=buffer2f620&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2018-11-05-meet-the-83-year-old-app-developer-who-says-edtech-should-better-support-seniors?utm_content=buffer921a1&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://edtechmagazine.com/higher/article/2020/09/how-can-universities-help-disabled-students-remote-learning-perfcon
[2] https://inc42.com/buzz/edureka-suffers-server-breach-data-of-2-mn-users-exposed/

Top Domains
Top Domains in Tweet in Entire Graph:
[285] twitter.com
[133] youtube.com
[125] blogspot.com
[116] smallcapvoice.com
[100] co.uk
[99] edsurge.com
[83] weforum.org
[74] google.com
[57] linkedin.com
[55] edtechreview.in

Top Domains in Tweet in G1:
[36] ow.ly
[30] apple.com
[29] twitter.com
[26] explorelearning.com
[25] amazon.com
[25] youtube.com
[20] blogspot.com
[17] gettingsmart.com
[17] iste.org
[14] cvent.com

Top Domains in Tweet in G2:
[30] twitter.com
[28] linkedin.com
[16] uis.edu
[14] co.uk
[13] youtube.com
[13] techinasia.com
[11] edsurge.com
[11] ziftsolutions.com
[11] vmukta.com
[10] edtech-media.com

Top Domains in Tweet in G3:
[42] twitter.com
[29] shakeuplearning.com
[14] ditchthattextbook.com
[13] google.com
[8] silverliningforlearning.org
[7] youtube.com
[6] linktr.ee
[4] cultofpedagogy.com
[4] edsurge.com
[4] edtech.direct

Top Domains in Tweet in G4:
[109] smallcapvoice.com
[63] blogspot.com
[48] co.uk
[36] wordpress.com
[25] twitter.com
[20] document360.io
[18] medium.com
[12] lpages.co
[11] makezine.jp
[11] youtube.com

Top Domains in Tweet in G5:
[8] microsoft.com
[8] youtube.com
[7] twitter.com
[3] scoop.it
[2] eventbrite.com
[2] ditchthattextbook.com
[2] ktnv.com
[1] youtu.be
[1] google.com
[1] web20classroom.org

Top Domains in Tweet in G6:
[73] weforum.org
[14] neolms.com
[12] fastcompany.com
[8] fintechconferences.com
[7] twitter.com
[4] fortune.com
[2] youtube.com
[2] techrepublic.com
[2] washingtonpost.com
[2] eu-startups.com

Top Domains in Tweet in G8:
[14] fetc.org
[13] twitter.com
[6] time.com
[5] chrisnesi.com
[4] catlintucker.com
[4] chronicle.com
[4] therobbreviewblog.com
[3] ti.me
[3] chroni.cl
[2] crashkoeck.tv

Top Domains in Tweet in G9:
[4] currikistudio.org
[4] currikistudio.click
[4] therisk.global
[3] buffer.com
[3] one.org
[2] youtu.be
[2] edweek.org
[1] curriki.org
[1] asugsvsummit.com
[1] linode.com

Top Domains in Tweet in G10:
[35] edtechmagazine.com
[15] voicestorm.com
[8] twitter.com
[5] edsurge.com
[4] blogspot.com
[2] material.io
[2] microsoft.com
[2] nytimes.com
[2] globaleducationtimes.org
[2] ecampusontario.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3455] edtech
[665] education
[465] edchat
[280] elearning
[273] remotelearning
[249] microsoftteams
[214] k12
[207] learning
[200] startup
[191] distancelearning



Top Hashtags in Tweet in G1:
[671] edtech
[205] education
[147] edchat
[132] k12
[106] remotelearning
[85] distancelearning
[64] stemed
[57] elearning
[53] sel
[41] math

Top Hashtags in Tweet in G2:
[445] edtech
[87] education
[49] elearning
[43] edchat
[31] onlinelearning
[26] learning
[23] edtechchat
[22] remotelearning
[21] startup
[20] teachers

Top Hashtags in Tweet in G3:
[176] edtech
[36] inelearn
[32] edchat
[22] globalgeg
[20] distancelearning
[18] ditchbook
[15] education
[14] bettertogether
[14] remotelearning
[14] k12

Top Hashtags in Tweet in G4:
[494] edtech
[150] machinelearning
[146] python
[144] bigdata
[143] datascience
[137] iiot
[122] startup
[121] r
[115] education
[93] innovation

Top Hashtags in Tweet in G5:
[213] microsoftteams
[76] onenote
[56] microsoftedu
[41] edtech
[17] mieexpert
[7] esl
[5] unitedteachers
[4] edchat
[4] remotelearning
[4] accessibility

Top Hashtags in Tweet in G6:
[96] edtech
[53] iot
[48] ar
[48] vr
[46] digital
[46] virtualreality
[46] augmentedreality
[28] ai
[27] education
[17] ml

Top Hashtags in Tweet in G7:
[1] education
[1] edtech

Top Hashtags in Tweet in G8:
[49] edtech
[31] fetc
[9] education
[8] gsuiteedu
[7] remotelearning
[6] podcastedu
[6] houseofedtech
[6] podcastpd
[5] edchat
[5] onlinelearning

Top Hashtags in Tweet in G9:
[21] edtech
[11] innovation
[11] globalgoals
[10] sustainable
[8] sdgs
[8] techhealth
[7] edu
[5] education
[5] technology
[4] tech

Top Hashtags in Tweet in G10:
[58] edtech
[47] highered
[19] k12
[19] education
[15] cdwsocial
[11] remotelearning
[10] elearning
[9] edchat
[9] cybersecurity
[8] hybridlearning

Top Words
Top Words in Tweet in Entire Graph:
[3454] #edtech
[1074] learning
[813] students
[812] edtech
[665] #education
[477] virtual
[467] tip
[465] #edchat
[447] classroom
[435] more

Top Words in Tweet in G1:
[671] #edtech
[205] #education
[198] students
[147] #edchat
[139] learning
[132] #k12
[106] #remotelearning
[97] use
[95] learn
[91] check

Top Words in Tweet in G2:
[445] #edtech
[169] edtech
[89] learning
[87] #education
[66] students
[58] more
[49] #elearning
[49] online
[47] education
[43] #edchat

Top Words in Tweet in G3:
[323] tip
[267] steph_edtech
[212] classroom
[210] googleforedu
[206] students
[190] virtual
[188] thank
[176] #edtech
[174] teacher
[174] remote

Top Words in Tweet in G4:
[494] #edtech
[150] #machinelearning
[146] #python
[144] learning
[144] #bigdata
[143] #datascience
[137] #iiot
[122] #startup
[121] #r
[118] potential

Top Words in Tweet in G5:
[217] mtholfsen
[213] #microsoftteams
[110] video
[108] quick
[108] tip
[84] educator
[82] feature
[76] #onenote
[73] using
[71] make

Top Words in Tweet in G6:
[96] #edtech
[94] learning
[92] wef
[78] technology
[74] 19
[70] transform
[69] covid
[60] ronald_vanloon
[53] #iot
[48] #ar

Top Words in Tweet in G7:
[222] ambassadors
[221] recently
[221] edu
[221] tech
[221] companies
[221] made
[221] virat
[221] kohli
[221] yuvraj
[221] singh

Top Words in Tweet in G8:
[49] #edtech
[46] covid
[36] more
[34] 19
[34] trump
[28] #fetc
[27] people
[25] students
[22] time
[22] learning

Top Words in Tweet in G9:
[22] edtech
[21] #edtech
[21] mahsamoulavi
[19] learning
[11] #innovation
[11] #globalgoals
[11] riskcentre
[11] saeedbaygi
[10] springwise
[10] futuremagfr

Top Words in Tweet in G10:
[58] #edtech
[47] #highered
[33] edtech_k12
[28] help
[26] students
[25] education
[24] learning
[21] edtech_highered
[19] #k12
[19] #education

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[229] tech,companies
[228] edu,tech
[226] recently,edu
[226] companies,made
[226] made,virat
[226] virat,kohli
[226] kohli,yuvraj
[226] yuvraj,singh
[226] singh,aamir
[226] aamir,khan

Top Word Pairs in Tweet in G1:
[42] #edchat,#edtech
[38] #edtech,#stemed
[36] #education,#edchat
[31] #education,#edtech
[31] #edtech,#edchat
[26] help,students
[24] #edtech,#education
[23] #edtech,#k12
[22] #sel,#edtech
[22] learn,more

Top Word Pairs in Tweet in G2:
[20] #edtech,#education
[16] #edtech,#edtechchat
[16] #edtech,#edchat
[15] #elearning,#edtech
[14] #education,#edtech
[13] edtech,startup
[13] #edtech,#elearning
[13] edtech,indonesia
[12] learn,more
[12] edtech,companies

Top Word Pairs in Tweet in G3:
[174] virtual,classroom
[164] thank,steph_edtech
[162] give,students
[161] students,virtual
[160] teacher,tip
[160] tip,remote
[160] remote,hybrid
[160] hybrid,settings
[160] settings,give
[160] classroom,roles

Top Word Pairs in Tweet in G4:
[139] #datascience,#bigdata
[137] #iiot,#machinelearning
[137] #machinelearning,#datascience
[121] #bigdata,#r
[119] #r,#python
[93] itox,#startup
[93] #startup,potential
[93] potential,cent
[93] cent,#iiot
[81] aaaamhim,itox

Top Word Pairs in Tweet in G5:
[108] quick,tip
[108] tip,video
[101] mtholfsen,quick
[68] video,show
[68] show,exactly
[68] exactly,properly
[68] properly,make
[68] make,#onenote
[68] #onenote,assignment
[68] assignment,using

Top Word Pairs in Tweet in G6:
[70] transform,learning
[69] learning,covid
[69] covid,19
[69] technology,transform
[63] wef,technology
[46] change,way
[46] way,study
[46] study,math
[46] math,#ar
[46] #ar,theinsaneapp

Top Word Pairs in Tweet in G7:
[221] recently,edu
[221] edu,tech
[221] tech,companies
[221] companies,made
[221] made,virat
[221] virat,kohli
[221] kohli,yuvraj
[221] yuvraj,singh
[221] singh,aamir
[221] aamir,khan

Top Word Pairs in Tweet in G8:
[32] covid,19
[15] white,house
[13] positive,covid
[12] amy,coney
[11] virtual,event
[10] #fetc,2021
[10] wear,mask
[10] coney,barrett
[8] attend,save
[8] save,spot

Top Word Pairs in Tweet in G9:
[11] riskcentre,saeedbaygi
[10] springwise,futuremagfr
[10] futuremagfr,si_exchange
[10] si_exchange,ralph_ohr
[10] #innovation,#sustainable
[9] stovetop,moves
[9] moves,waves
[9] waves,cooking
[9] cooking,boat
[9] boat,cheddar

Top Word Pairs in Tweet in G10:
[8] #edtech,#highered
[7] #edtech,#edchat
[7] edtech,insiders
[7] insiders,access
[7] access,valuable
[7] valuable,information
[7] information,makes
[7] makes,smarter
[7] smarter,more
[7] more,prepared

Top Replied-To
Top Replied-To in Entire Graph:
@mrkline_edtech
@googleforedu
@fungooli
@techisforgirls
@steph_edtech
@polonerd
@swinning_
@ncce_edtech
@tonybedward
@smoore_teach

Top Replied-To in G1:
@teachsci8
@tmclain903
@duncannedd
@tms_counselor
@hashtagkit
@buncee
@tvanderark
@alexand21497416
@elevateourkids
@rodrobinsonrva

Top Replied-To in G3:
@mrkline_edtech
@googleforedu
@fungooli
@steph_edtech
@polonerd
@swinning_
@smoore_teach
@chavelishesp
@jungeunjudy
@skyfraction

Top Replied-To in G4:
@juandoming
@trish_regan
@_robertmichael_
@fuchsiaonblack
@senategop
@amazon
@mrsbrownap
@charlottepolk71
@electionlabgame
@seesaw

Top Replied-To in G5:
@naomi_toland
@evohannan
@vtracy7
@teacher2teacher
@mrmict
@actionheroteach
@mrcoachk15
@mrskk8
@jofreerangeplay

Top Replied-To in G6:
@wef
@vasili16
@tommytipler
@ainewsfeed
@keesaroo
@americangirl427

Top Replied-To in G8:
@lars3eb
@jenniferjjacobs
@sheathescholar
@gregpinelo
@spiroagnewghost
@mattharringer
@clayreintucson
@tjoosten
@drkaymartin_rcs
@2teach_edtech

Top Replied-To in G9:
@500startups
@reachfund
@nea
@learncap
@redpointvc
@rethink_ed
@ycombinator

Top Replied-To in G10:
@crischonka
@educause
@edtech_k12
@sharadbansal31
@microsoftedu

Top Mentioned
Top Mentioned in Entire Graph:
@steph_edtech
@mtholfsen
@drgauravgarg4
@googleforedu
@ncce_edtech
@wef
@aaaamhim
@rdene915
@edsurge
@ronald_vanloon

Top Mentioned in G1:
@rdene915
@tcea
@flipgrid
@thriveinedu
@wakelet
@iste
@bstroup_edtech
@timneedles
@edumatchbooks
@getting_smart

Top Mentioned in G2:
@ofabiocruz
@drescotet
@dmvelliaris
@edtechdigest
@writereaderapp
@veescope
@hsteorg
@mredutechnology
@er_vicky_

Top Mentioned in G3:
@steph_edtech
@googleforedu
@globalgeg
@shakeuplearning
@techwithbecky
@smoore_teach
@venezia_megan
@ditchthattxtbk
@historysandoval
@techy_jenn

Top Mentioned in G4:
@aaaamhim
@learnography
@hexabitzinc
@raspberry_pi
@ilearn2primary
@eraser
@realkaranbajaj
@shereenbhan
@whitehatjunior
@david_beharall

Top Mentioned in G5:
@mtholfsen
@novel_effect
@evohannan
@stapeslr
@mrkempnz
@steph_edtech
@naomi_toland
@kerszi
@sphoenix78
@toriaclaire

Top Mentioned in G6:
@wef
@ronald_vanloon
@theinsaneapp
@fastcompany
@anonylyzer13
@simonzadek
@mikequindazzi
@tareen_bilal
@fortunemagazine
@moegmida

Top Mentioned in G7:
@drgauravgarg4

Top Mentioned in G8:
@fetc
@tonyvincent
@danrather
@chronicle
@time
@catlin_tucker
@jenniferjjacobs
@joliboucher
@shakeuplearning
@georgetakei

Top Mentioned in G9:
@mahsamoulavi
@riskcentre
@saeedbaygi
@springwise
@futuremagfr
@si_exchange
@ralph_ohr
@unesco
@cheddar
@te

Top Mentioned in G10:
@edtech_k12
@edtech_highered
@microsoftedu
@higheredsurge
@wolfvision_inc
@tierneyhq
@wolfvision_eu
@eraser
@educause
@ecampusontario

Top Tweeters
Top Tweeters in Entire Graph:
@vzwsupport
@sectest9
@robre62
@chidambara09
@delta
@cybersec_feeds
@mitimoto3
@aaroncuddeback
@cnbctv18live
@iam__network

Top Tweeters in G1:
@thr
@entwistletx
@viralvideovlogs
@haniwafactory
@wallybock
@mzteachuh
@flipgrid
@kate_eviva
@sanrau
@scalarhumanity

Top Tweeters in G2:
@iam__network
@realblack212
@lucas_wyrsch
@abnewswire
@digital_mine_
@writing_jobs
@smusyoka
@fred_bot_
@kim_harding
@hagitter

Top Tweeters in G3:
@bar_zie
@iamdrwill
@burgessdave
@jcorippo
@canva
@joanvinallcox
@mrkempnz
@gcouros
@blocht574
@thomascmurray

Top Tweeters in G4:
@vzwsupport
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@cnbctv18live
@femtech_
@eraser
@xaelbot
@codedailybot

Top Tweeters in G5:
@hardistymark
@nandosuk
@starlightmckenz
@teacher2teacher
@web20classroom
@enterprisesbox
@it9_mike
@actionjackson
@gannotti
@ottleyoconnor

Top Tweeters in G6:
@robre62
@dev_discourse
@gezgintrk
@africaupdates
@washingtonpost
@bexxmodd
@dariosailor86
@fastcompany
@forbes
@enrirosasdiaz

Top Tweeters in G7:
@abhi18763120
@iamcedricboy
@ashuverma___
@adherentdev
@kridha12
@kalyansuman
@singhsukhvindr1
@we_youth_india
@shinyshubhs
@yashvohra9

Top Tweeters in G8:
@delta
@nancyrubin
@clayreintucson
@gnuman1979
@time
@abc
@cnn
@ap
@funder
@rawstory

Top Tweeters in G9:
@mashable
@saeedbaygi
@cnet
@digitaltrends
@aimasters
@educationweek
@sierraclub
@socialcurrencie
@tdbank_us
@nrdc

Top Tweeters in G10:
@jayeshmthakur
@gate_15_analyst
@gdprai
@drbotsvadze
@inc42
@harvardbiz
@glaser_holly
@jonharper70bd
@cmdatascoop
@logitech


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