edtech, Twitter, 1/18/2021 9:34:30 PM, 245927


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edtech_2021-01-18_03-30-11.xlsx
edtech_2021-01-18_03-30-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 18, 2021
Short Description:
edtech via NodeXL https://bit.ly/3bPrMvA
@markj_ohnson
@vedicakant
@scalarhumanity
@notsorahul
@wef
@mtholfsen
@enricomolinari
@netcapglobal
@kyleniemis
@eraser

Top hashtags:
#edtech
#education
#edchat
#ai
#elearning
#k12
#remotelearning
#stem
#datascience
#python

Description:
Description
The graph represents a network of 6,132 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, 18 January 2021 at 11:43 UTC.

The requested start date was Monday, 18 January 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 2-day, 7-hour, 29-minute period from Friday, 15 January 2021 at 17:31 UTC to Monday, 18 January 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 : 6132
Unique Edges : 4802
Edges With Duplicates : 12625
Total Edges : 17427
Number of Edge Types : 5
Retweet : 4815
MentionsInRetweet : 6576
Mentions : 3778
Replies to : 426
Tweet : 1832
Self-Loops : 1934
Reciprocated Vertex Pair Ratio : 0.0435525192143467
Reciprocated Edge Ratio : 0.0834697217675941
Connected Components : 795
Single-Vertex Connected Components : 400
Maximum Vertices in a Connected Component : 4359
Maximum Edges in a Connected Component : 14715
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.913244
Graph Density : 0.000227528489471501
Modularity : 0.445502
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 6,132 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, 18 January 2021 at 11:43 UTC.

The requested start date was Monday, 18 January 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 2-day, 7-hour, 29-minute period from Friday, 15 January 2021 at 17:31 UTC to Monday, 18 January 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:
[73] https://www.weforum.org/agenda/2021/01/adaptive-learning-system-policymakers-education-technology-digital?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=17/01/2021+13:00
[38] https://solutionsreview.com/data-management/the-best-big-data-courses-on-udemy-to-consider/
[36] https://m.tiktok.com/v/6918452261194648837.html?_d=secCgYIASAHKAESMgowS%2Bl6NLXJB9ziZVdSebMVdISnkGYxRwdgHpLIp38pxsRndBdMw%2B3eNriC7EqngiH6GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_item_id=6918452261194648837&share_link_id=05FAB839-BF66-4114-AE56-76528E90266E×tamp=1610828272&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[27] https://thenextweb.com/offers/2021/01/13/data-science-needs-you-no-really-this-12-course-training-package-can-help-get-you-there/
[22] https://www.cultofpedagogy.com/how-to-use-twitter/
[21] https://www.weforum.org/agenda/2021/01/adaptive-learning-system-policymakers-education-technology-digital?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=15/01/2021+14:30
[19] https://hexabitz.com/docs/what-is-hexabitz/overview-of-hexabitz-hardware-architecture/
[17] https://projects-raspberry.com/hexabitz-raspberry-pi-interface/
[16] https://www.edsurge.com/news/2021-01-14-can-edtech-close-the-talent-and-workforce-gap-in-cybersecurity
[16] https://www.unite.ai/how-ai-will-change-what-it-means-to-be-a-teacher/

Top URLs in Tweet in G1:
[20] https://www.cultofpedagogy.com/how-to-use-twitter/
[15] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[15] https://oodlu.org/
[11] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=283155&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-sidecar-rank&page=1&langFilter=default#formatSelectorHeader
[11] https://www.cultofpedagogy.com/6-ed-tech-tools-to-try-in-2021/?utm_medium=social&utm_source=twitter
[11] https://web.explorelearning.com/health-gizmos/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=407cfeb6-d1e4-4ea5-91ac-7c88ed671e02&utm_campaign=2021-Gizmos-Theme
[10] https://www.rdene915.com/
[10] https://web.reflexmath.com/grants-main/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=94a5133a-3ac3-44cd-8241-627c911911f4&utm_campaign=2021-Spring-Reflex-Grants
[10] https://www.explorelearning.com/index.cfm?method=cSearch.actDoSearch&NewSearch=1&uncompiledQuery=crime&utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=81b7ee7c-aa0a-4e00-9966-52d69b017539&utm_campaign=general-Gizmos-news
[9] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link

Top URLs in Tweet in G2:
[3] https://www.business-standard.com/article/companies/talks-with-byju-s-on-but-could-take-several-weeks-aakash-educational-md-121011501501_1.html
[3] https://twitter.com/vedicakant/status/1350107528386920448
[1] https://www.youtube.com/c/DrishtiIASvideos
[1] https://www.weforum.org/agenda/2020/08/how-edtech-will-transform-learning-in-the-covid-19-era/

Top URLs in Tweet in G3:
[69] https://www.weforum.org/agenda/2021/01/adaptive-learning-system-policymakers-education-technology-digital?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=17/01/2021+13:00
[36] https://solutionsreview.com/data-management/the-best-big-data-courses-on-udemy-to-consider/
[24] https://thenextweb.com/offers/2021/01/13/data-science-needs-you-no-really-this-12-course-training-package-can-help-get-you-there/
[20] https://www.weforum.org/agenda/2021/01/adaptive-learning-system-policymakers-education-technology-digital?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=15/01/2021+14:30
[16] https://www.unite.ai/how-ai-will-change-what-it-means-to-be-a-teacher/
[16] https://projects-raspberry.com/hexabitz-raspberry-pi-interface/
[15] https://hexabitz.com/docs/what-is-hexabitz/overview-of-hexabitz-hardware-architecture/
[14] https://www.datasciencecentral.com/profiles/blogs/how-artificial-intelligence-can-benefit-education
[13] https://www.datasciencecentral.com/profiles/blogs/the-influence-of-ai-and-ml-on-online-education
[12] https://www.datasciencecentral.com/profiles/blog/list

Top URLs in Tweet in G4:
[5] http://people.uis.edu/rschr1/et/
[4] https://classroom.cloud/
[4] https://twitter.com/vedicakant/status/1350107528386920448
[4] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8ac3296b540f7f1d015410dbb4342572?cid=8a9983fc76ff2853017702ee978447eb&url=https%3A%2F%2Fwww.extremenetworks.com%2Fextreme-networks-blog%2Fjefferson-county-schools-delivers-innovative-technology-driven-educational-programs-and-improves-student-safety-with-w-fi-6%2F
[4] https://www.edsurge.com/news/2021-01-13-a-record-year-amid-a-pandemic-us-edtech-raises-2-2-billion-in-2020
[4] https://www.edsurge.com/news/2021-01-14-can-edtech-close-the-talent-and-workforce-gap-in-cybersecurity
[4] https://apps.apple.com/app/id450697138
[3] http://www.selfmakers.com/show/
[3] https://edtech-media.com/2016/05/18/tok
[3] http://fiscly.com/A_A_Nelson_Elementary_School_-_E-Rate_Funds_-_FCC/USF/ER/B80899

Top URLs in Tweet in G5:
[6] https://unitedlearning.org.uk/Portals/0/edtech/Miniflyerv2.pdf
[6] https://blog.infermedica.com/doctors-artificial-intelligence-how-to-reconcile-them/
[6] https://www.sec-ed.co.uk/best-practice/online-learning-there-is-nothing-remote-about-it-coronavirus-blended-learning-self-isolation-edtech-technology/
[4] https://www.youtube.com/watch?v=ZqEq-ar460I

[4] https://classroom.cloud/
[3] https://app.livestorm.co/compatibility?compatibility=false&src=registration&url=https%3A%2F%2Fapp.livestorm.co%2Ffrogeducation%2Fglobal-edtech
[3] https://www.bettshow.com/bett-articles/are-voice-assistants-ready-for-education?utm_campaign=bett_ep_organic&utm_medium=social&utm_source=twitter
[3] https://www.bettshow.com/bettfest-registration?utm_campaign=bett_ep_organic&utm_medium=social&utm_source=twitter
[3] https://www.besa.org.uk/events/edtech-appg-report-discussion/
[3] https://anchor.fm/julie-daniel-davis/episodes/Episode-104--Voice-in-Education--1-17-21-with-educator-Cindy-Evans-ep249q

Top URLs in Tweet in G6:
[31] https://m.tiktok.com/v/6918452261194648837.html?_d=secCgYIASAHKAESMgowS%2Bl6NLXJB9ziZVdSebMVdISnkGYxRwdgHpLIp38pxsRndBdMw%2B3eNriC7EqngiH6GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_item_id=6918452261194648837&share_link_id=05FAB839-BF66-4114-AE56-76528E90266E×tamp=1610828272&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[4] https://www.tiktok.com/@mtholfsen
[3] https://www.linkedin.com/posts/brianjameskelly_headofit-keyworker-education-activity-6756678244382068736--gVh
[2] https://twitter.com/themerrillsedu/status/1349766607858446337
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D33Wi_YTrHls%26list%3DPLdHjJccRYryNHt53xdAYJKQG5L7q6BiNy%26index%3D1&q=EgS4SO-bGMzolYAGIhkA8aeDSx7duRhqW0OT6if4SNHaq3gBpX2wMgFy

[1] https://techcommunity.microsoft.com/t5/education-blog/five-essential-tips-on-auto-grading-for-microsoft-forms-quizzes/ba-p/2030680
[1] https://www.youtube.com/playlist?list=PLdHjJccRYryPKeATXM_9AHxmS0txwJew3

[1] https://www.youtube.com/playlist?list=PLdHjJccRYryMc_bPsdhWKubx-8xdUSe_p

[1] https://www.youtube.com/playlist?list=PLdHjJccRYryPrLBkZVT7xZfanXpfllasQ

[1] https://www.youtube.com/playlist?list=PLdHjJccRYryM9mpRJl5PbJ6TWn0UJJ-QP


Top URLs in Tweet in G7:
[3] https://www.cbc.ca/radio/spark/disruptive-tech-alone-won-t-revolutionize-education-says-author-1.5871734
[1] https://twitter.com/sparkcbc/status/1350850369241247744
[1] https://blogs.lse.ac.uk/parenting4digitalfuture/2021/01/13/one-laptop-per-child/
[1] https://twitter.com/BobHarrisonEdu/status/1350442105014005760
[1] https://payhip.com/b/Y1TA
[1] https://twitter.com/lindacq/status/1350725835381223424
[1] https://naerjournal.ua.es/article/view/v10n1-2
[1] https://naerjournal.ua.es/article/view/v10n1-5
[1] https://twitter.com/STS_News/status/1350167166545498113
[1] https://twitter.com/morgangames/status/1350201926814629888

Top URLs in Tweet in G8:
[14] https://www.edsurge.com/news/2021-01-14-do-instructional-videos-work-better-when-the-teacher-is-on-screen-it-depends?utm_campaign=site&utm_content=share-115
[3] https://www.edsurge.com/news/2021-01-16-3-reasons-i-m-hopeful-about-the-future-of-education-in-2021-and-beyond?utm_campaign=site&utm_content=share-116
[3] https://www.edsurge.com/news/2021-01-14-u-of-florida-asks-students-to-use-app-to-report-profs-who-don-t-teach-in-person?utm_campaign=site&utm_content=share-115
[2] https://events.edsurge.com/webinars/innovating-in-the-classroom-with-interactive-3d-tools/?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://www.edsurge.com/news/2021-01-14-can-edtech-close-the-talent-and-workforce-gap-in-cybersecurity?utm_campaign=site&utm_content=share-115
[2] https://edujobsinpgh.blogspot.com/2021/01/senior-ux-writer.html
[2] https://www.edsurge.com/news/2020-11-30-the-pandemic-will-leave-more-students-unprepared-for-college-developmental-education-can-help?utm_campaign=site&utm_content=share-19
[2] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/mrKUkQ
[2] https://www.edsurge.com/news/2021-01-16-3-reasons-i-m-hopeful-about-the-future-of-education-in-2021-and-beyond?utm_campaign=site&utm_content=share-117
[2] https://www.scoop.it/topic/edumorfosis/p/4122720543/2021/01/15/helping-hands-the-evolving-role-of-it-in-remote-education?utm_medium=social&utm_source=twitter

Top URLs in Tweet in G9:
[1] https://chrome.google.com/webstore/detail/fullscreen-interactive-go/fcdbimocephnflhcladjelkceaefdcjh?hl=en-US
[1] https://www.weforum.org/agenda/2021/01/adaptive-learning-system-policymakers-education-technology-digital?utm_source=twitter&utm_medium=social_scheduler&utm_term=COVID-19&utm_content=17/01/2021+13:00
[1] https://twitter.com/tylertarver/status/1350328004442992640

Top URLs in Tweet in G10:
[4] http://www.thepaperlesstrail.com/2016/08/12/summer-coding-camp-at-msu-girlswhocode/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[4] https://www.amazon.com/gp/product/B08T218524?pldnSite=1
[4] https://CultureOverlord.com
[3] https://www.pledgecents.com/signup/event/classcraft
[3] https://www.youtube.com/watch?v=F1ewW9hh8RM&feature=youtu.be

[2] http://blog.pledgecents.com/2017/04/14/putting-it-all-out-there-pledgecents-vs-donorschoose/
[2] https://www.pledgecents.com/signup/event/nearpod
[2] https://vimeo.com/129830045
[2] https://www.pledgecents.com/signup/event/night-zookeeper
[2] https://newyork.edtrust.org/at-brooklyns-p-tech-advanced-courses-pave-the-way-to-an-associate-in-applied-science-degree/

Top Domains
Top Domains in Tweet in Entire Graph:
[288] twitter.com
[149] google.com
[134] blogspot.com
[125] youtube.com
[99] edsurge.com
[99] weforum.org
[80] co.uk
[72] mzteachuh.org
[66] edtechreview.in
[59] thepaperlesstrail.com

Top Domains in Tweet in G1:
[72] mzteachuh.org
[66] twitter.com
[65] google.com
[44] youtube.com
[35] oodlu.org
[32] cultofpedagogy.com
[31] amazon.com
[31] blogspot.com
[28] explorelearning.com
[26] wordpress.com

Top Domains in Tweet in G2:
[3] business-standard.com
[3] twitter.com
[1] youtube.com
[1] weforum.org

Top Domains in Tweet in G3:
[90] weforum.org
[87] blogspot.com
[39] datasciencecentral.com
[36] solutionsreview.com
[24] thenextweb.com
[19] edsurge.com
[17] medium.com
[16] unite.ai
[16] google.com
[16] projects-raspberry.com

Top Domains in Tweet in G4:
[37] twitter.com
[21] ziftsolutions.com
[20] edtech-media.com
[15] linkedin.com
[15] edsurge.com
[15] google.com
[13] uis.edu
[11] youtube.com
[8] co.uk
[8] techcrunch.com

Top Domains in Tweet in G5:
[17] twitter.com
[11] bettshow.com
[10] youtube.com
[9] org.uk
[8] google.com
[8] anchor.fm
[8] co.uk
[6] lgfl.net
[6] infermedica.com
[5] classroom.cloud

Top Domains in Tweet in G6:
[36] tiktok.com
[6] youtube.com
[4] twitter.com
[4] linkedin.com
[3] google.com
[3] microsoft.com
[2] office.com
[1] outlook.com
[1] thenextweb.com

Top Domains in Tweet in G7:
[7] twitter.com
[4] ua.es
[3] cbc.ca
[2] tandfonline.com
[1] ac.uk
[1] payhip.com
[1] defenddigitalme.org
[1] ubc.ca
[1] timeshighereducation.com
[1] mit.edu

Top Domains in Tweet in G8:
[46] edsurge.com
[8] edtechmagazine.com
[8] voicestorm.com
[5] twitter.com
[4] scoop.it
[3] blogspot.com
[3] districtadministration.com
[2] po.st
[2] fetc.org
[1] buff.ly

Top Domains in Tweet in G9:
[1] google.com
[1] weforum.org
[1] twitter.com

Top Domains in Tweet in G10:
[58] thepaperlesstrail.com
[14] pledgecents.com
[7] youtube.com
[5] radian6.com
[4] amazon.com
[4] cultureoverlord.com
[3] vimeo.com
[3] catlintucker.com
[2] edtrust.org
[2] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3362] edtech
[814] education
[560] edchat
[319] ai
[255] elearning
[231] k12
[212] remotelearning
[192] stem
[187] datascience
[181] python



Top Hashtags in Tweet in G1:
[1036] edtech
[323] education
[267] edchat
[172] k12
[113] stem
[110] teaching
[83] distancelearning
[78] remotelearning
[75] learning
[70] edtechchat

Top Hashtags in Tweet in G2:
[4] edtech
[4] akashinstitute
[3] byjus
[2] startups
[2] onlineeducation
[1] byju

Top Hashtags in Tweet in G3:
[413] edtech
[245] ai
[198] education
[170] datascience
[168] python
[139] machinelearning
[96] coding
[93] linux
[87] futureofwork
[74] security

Top Hashtags in Tweet in G4:
[333] edtech
[51] education
[25] edchat
[21] remotelearning
[19] elearning
[18] onlinelearning
[13] edutwitter
[11] learning
[11] edutech
[10] edtechchat

Top Hashtags in Tweet in G5:
[161] edtech
[23] microsoftedu
[22] checkitoutshow
[21] bettfest
[20] education
[16] remotelearning
[13] edutwitter
[12] ai
[12] mieexpert
[11] onenote

Top Hashtags in Tweet in G6:
[70] microsoftteams
[61] edtech
[45] mieexpert
[34] edchat
[29] microsoftedu
[15] onederful
[8] onenote
[8] remotelearning
[4] headofit
[4] keyworker

Top Hashtags in Tweet in G7:
[41] edtech
[4] failuretodisrupt
[4] ethics
[4] femedtech
[2] edchat
[2] education
[2] ai
[1] meaningfulinclusion
[1] technologicaldeterminism
[1] covid19

Top Hashtags in Tweet in G8:
[73] edtech
[13] k12
[8] edchat
[8] education
[8] cdwsocial
[6] remotelearning
[5] edtechchat
[4] remote
[4] edutwitter
[3] cybersecurity

Top Hashtags in Tweet in G9:
[13] edtech
[5] fun
[2] appleeduchat
[2] criticalthinking
[2] tinkertech
[2] mbot
[1] sbpdchat
[1] edtechbookclub
[1] edtechchat
[1] appleeduleaderchat

Top Hashtags in Tweet in G10:
[103] edtech
[82] edchat
[10] education
[9] gbl
[8] engagechat
[7] coding
[7] teaching
[7] crowdfunding
[6] fundraising
[6] kidsdeserveit

Top Words
Top Words in Tweet in Entire Graph:
[3355] #edtech
[1565] edtech
[814] #education
[716] re
[694] test
[692] building
[690] indian
[686] exams
[686] vedicakant
[680] society

Top Words in Tweet in G1:
[1037] #edtech
[323] #education
[268] students
[267] #edchat
[189] learning
[172] #k12
[152] more
[117] 2021
[113] #stem
[110] #teaching

Top Words in Tweet in G2:
[695] edtech
[683] vedicakant
[663] indian
[657] building
[656] exams
[655] society
[653] entrance
[653] test
[653] takers
[651] basically

Top Words in Tweet in G3:
[411] #edtech
[245] #ai
[198] #education
[170] #datascience
[168] #python
[147] #
[139] #machinelearning
[121] wef
[111] pandemic
[108] change

Top Words in Tweet in G4:
[331] #edtech
[143] edtech
[53] students
[51] #education
[50] learning
[49] more
[45] education
[43] learn
[36] online
[31] schools

Top Words in Tweet in G5:
[161] #edtech
[49] edtech
[48] time
[43] learning
[43] top
[42] tech
[39] join
[39] bett_show
[36] long
[35] coming

Top Words in Tweet in G6:
[206] mtholfsen
[138] microsoft
[70] #microsoftteams
[66] video
[66] app
[66] take
[65] free
[63] lots
[61] #edtech
[60] use

Top Words in Tweet in G7:
[53] edtech
[50] one
[42] benpatrickwill
[41] #edtech
[36] sts_news
[28] critical
[27] students
[25] very
[25] such
[24] grad

Top Words in Tweet in G8:
[74] #edtech
[48] edsurge
[22] students
[21] education
[18] learning
[18] edtech_k12
[17] work
[17] teacher
[16] better
[15] instructional

Top Words in Tweet in G9:
[96] kyleniemis
[81] tech
[80] huge
[80] teachers
[79] win
[79] tools
[78] ed
[78] giveaway
[78] lucky
[78] pro

Top Words in Tweet in G10:
[103] #edtech
[82] #edchat
[26] students
[20] classroom
[18] learning
[14] ipevo
[13] class
[11] live
[10] using
[10] teaching

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[678] entrance,exams
[671] test,takers
[664] indian,edtech
[660] society,test
[658] edtech,basically
[657] crack,entrance
[657] building,society
[656] basically,crack
[656] exams,re
[656] re,building

Top Word Pairs in Tweet in G1:
[147] #edchat,#edtech
[101] #edtech,#education
[72] #teaching,#edchat
[69] #education,#mzteachuh
[67] #mzteachuh,#sped
[55] #sped,edutopia
[51] edutopia,teachthought
[51] teachthought,weareteachers
[51] weareteachers,mindshiftkqed
[51] the_edu_table,teachthoughtpd

Top Word Pairs in Tweet in G2:
[654] indian,edtech
[653] entrance,exams
[653] test,takers
[652] society,test
[651] edtech,basically
[650] vedicakant,indian
[650] basically,crack
[650] crack,entrance
[650] exams,re
[650] re,building

Top Word Pairs in Tweet in G3:
[103] #education,#edtech
[99] #machinelearning,#datascience
[89] pandemic,change
[89] change,teach
[89] teach,children
[89] children,#education
[86] #datascience,#python
[76] wef,pandemic
[60] happy,#coding
[60] #coding,weekend

Top Word Pairs in Tweet in G4:
[13] learn,more
[12] public,schools
[11] #edchat,#edtech
[10] learn,#edtech
[9] #edtech,#edtechchat
[9] jefferson,country
[9] country,public
[9] schools,wanted
[9] wanted,provide
[9] provide,unique

Top Word Pairs in Tweet in G5:
[35] long,time
[32] time,coming
[32] coming,drew
[32] drew,plans
[32] plans,tech
[32] tech,primary
[32] primary,looked
[32] looked,ys
[32] ys,ago
[32] ago,top

Top Word Pairs in Tweet in G6:
[60] take,photo
[60] photo,book
[60] book,free
[60] free,office
[60] office,lens
[60] lens,app
[60] app,ocr
[60] ocr,send
[60] send,microsoft
[60] microsoft,word

Top Word Pairs in Tweet in G7:
[25] critical,edtech
[23] talking,one
[23] one,grad
[23] grad,students
[23] students,realized
[23] realized,one
[23] one,reason
[23] reason,#edtech
[23] #edtech,such
[23] such,hellworld

Top Word Pairs in Tweet in G8:
[37] #edtech,edsurge
[15] instructional,videos
[15] videos,work
[15] work,better
[15] better,teacher
[15] teacher,screen
[15] depends,#edtech
[14] screen,depends
[7] future,education
[5] remote,learning

Top Word Pairs in Tweet in G9:
[78] huge,ed
[78] ed,tech
[78] tech,giveaway
[78] giveaway,lucky
[78] lucky,teachers
[78] teachers,win
[78] win,pro
[78] pro,accounts
[78] accounts,tools
[78] tools,listed

Top Word Pairs in Tweet in G10:
[65] #edtech,#edchat
[11] #edchat,#edtech
[10] common,sense
[7] sense,selections
[7] selections,learning
[6] #crowdfunding,#fundraising
[6] classcraftgame,provides
[6] provides,powerful
[6] powerful,tools
[6] tools,streamlining

Top Replied-To
Top Replied-To in Entire Graph:
@vedicakant
@steph_edtech
@juandoming
@edtech_workshop
@benpatrickwill
@edtech_prokes
@claudiozavalajr
@jeremydbond
@monicahousen
@alexstarling77

Top Replied-To in G1:
@steph_edtech
@fungooli
@globalgeg
@ponder_er
@math3203
@crazypln
@mattrhoads1990
@mrsparkshine
@mjjohnson1216
@mrshowell24

Top Replied-To in G2:
@vedicakant
@rajshree_s
@notsorahul
@rahul_j_mathur

Top Replied-To in G3:
@redbullracing
@enricomolinari
@lifecoleedu
@iffsi

Top Replied-To in G5:
@matthewhood
@anu_royy
@kirstygrundystp
@dlcornwall
@bobharrisonedu
@microsoftteams
@ellie_grout
@cdibble
@amooreict
@odehmuhawesh

Top Replied-To in G7:
@benpatrickwill
@sts_news
@morgangames
@francesbell
@lindacq
@sparkcbc
@huwcdavies
@hemyram
@markxsyst
@martinaemke

Top Replied-To in G8:
@edtech_k12
@kellyjanekeane
@deepak0495
@fetc

Top Replied-To in G9:
@googleforedu

Top Replied-To in G10:
@ipevo
@ebpursues
@mrjamesmayhew
@pnwboces_edtech
@flippingwithjoy
@ramireyesvc
@cing_edtech
@stemitout
@microsoftedu
@jimbojc123456

Top Mentioned
Top Mentioned in Entire Graph:
@vedicakant
@mtholfsen
@wef
@kyleniemis
@edsurge
@enricomolinari
@harbrimah
@eraser
@rdene915
@archisacademy

Top Mentioned in G1:
@rdene915
@edutopia
@learnography
@mrshowell24
@edsurge
@teachthought
@weareteachers
@mindshiftkqed
@the_edu_table
@teachthoughtpd

Top Mentioned in G2:
@vedicakant
@dv_apoorv
@bsindia
@myd
@cnha
@geetanjalikris1
@palakzat
@byjus
@subirshukla
@bhak_sala

Top Mentioned in G3:
@wef
@enricomolinari
@harbrimah
@realcolinmac
@eraser
@archisacademy
@hana_elsayyed
@hexabitzinc
@uniladtech
@kirkdborne

Top Mentioned in G4:
@2peasandadog
@labster
@natlcristina
@vocabvictor
@fwdhumanity
@drescotet
@juchtervbergen
@tcamerac
@smes_india

Top Mentioned in G5:
@bett_show
@kirstygrundystp
@ictevangelist
@edtechdemo
@mseducationuk
@microsoftteams
@onenoteedu
@alkingsley_edu
@microsoftedu
@genially_en

Top Mentioned in G6:
@mtholfsen
@powerpoint
@gowriggle
@eustace_stephen
@onenoteedu
@msofficelens
@flipgrid
@filibuster3
@drewteachnj
@br14njk

Top Mentioned in G7:
@benpatrickwill
@sts_news
@christosims
@bjfr
@carloper
@morgangames
@livingstone_s
@sparkcbc
@nora3000
@lin

Top Mentioned in G8:
@edsurge
@edtech_k12
@scoopit
@askadam3
@getactionaly
@ccms_reddevils
@jacksonel_ccsd
@unrealengine
@naesp
@terracemetrics

Top Mentioned in G9:
@kyleniemis
@usingtechbetter
@motat_nz
@pbtecheducation
@donnagolightly1
@edtechbookclub1
@markherringnz
@kais_clan
@wrhs_official
@educre8ive

Top Mentioned in G10:
@commonsenseed
@nearpod
@classcraftgame
@nightzookeeper
@pledgecents
@rashidfdavis
@culture_ovrlord
@catlin_tucker
@ipevo
@pathwaysintech

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@piyuanker12
@bella623
@skyhelpteam
@robre62
@chidambara09
@cybersec_feeds
@mitimoto3
@femtech_
@andyvermaut

Top Tweeters in G1:
@bella623
@femtech_
@janiecestaton
@andrewmorrisuk
@grhluna24
@xbox
@forbes
@game_developers
@fabriciosx
@iramey

Top Tweeters in G2:
@madanabhat
@nikhil_p_b
@aniljothomas
@sinemetuvivere
@vdhiman_89
@bsindia
@alieshekhu
@grumpeoldman
@shobhits89
@mandarsawant184

Top Tweeters in G3:
@sectest9
@piyuanker12
@robre62
@chidambara09
@cybersec_feeds
@andyvermaut
@evankirstel
@edjlazar
@xaelbot
@codedailybot

Top Tweeters in G4:
@stackdevjobs
@thehansindiaweb
@kayodea
@jonbecker
@it_jobs_uk
@saggirex
@juchtervbergen
@dailysocial
@latinoldnont
@capt_scarlett

Top Tweeters in G5:
@ml_tweet_bot
@thebonnydoon
@mrtallerjerry
@artificialbra1n
@womened
@microsoftrtweet
@ictevangelist
@joedale
@mededbot
@rondelle10_b

Top Tweeters in G6:
@viralvideovlogs
@hardistymark
@newsneus
@langteachersire
@tstarkey1212
@matthewbparkssr
@ottawadaddy
@mulletnationinc
@ra_koellner
@ianstuart66

Top Tweeters in G7:
@rmathematicus
@tressiemcphd
@lunarheritage
@mapc
@margymaclibrary
@timeshighered
@malvikakapoor91
@nigropatricia
@bali_maha
@hypervisible

Top Tweeters in G8:
@judystout1
@rpq48
@stopvirtuastalk
@pa
@marcventresca
@edsurge
@edumorfosis
@rosaisiah
@cristama
@drmommeowzalot

Top Tweeters in G9:
@bnb952
@mathgril
@tangocto
@followyouswap
@mgcjusa
@ozge
@deyaniras
@frawleymotat
@drmbedmunds
@duboissb

Top Tweeters in G10:
@womencodersbot
@devvibesbot
@teacher2teacher
@ksev4
@afalsaleh_al
@outlook
@alwayslearnweb
@office365
@mrjamesmayhew
@katieann_76


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