edtech, Twitter, 8/16/2021 11:39:18 AM, 260278


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edtech_2021-08-16_03-29-32.xlsx
edtech_2021-08-16_03-29-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2021
Short Description:
edtech via NodeXL https://bit.ly/3yQeho8
@markj_ohnson
@scalarhumanity
@asugsvsummit
@tcea
@rdene915
@edsurge
@eraser
@mtholfsen
@globaliqx
@aws_edu

Top hashtags:
#edtech
#education
#edchat
#learning
#k12
#ai
#elearning
#backtoschool
#startup
#vr

Description:
Description
The graph represents a network of 6,149 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, 16 August 2021 at 10:50 UTC.

The requested start date was Monday, 16 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 8-hour, 59-minute period from Thursday, 12 August 2021 at 15:01 UTC to Monday, 16 August 2021 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 : 6149
Unique Edges : 5243
Edges With Duplicates : 10650
Total Edges : 15893
Number of Edge Types : 5
Mentions : 2896
Retweet : 4212
MentionsInRetweet : 6128
Tweet : 2407
Replies to : 250
Self-Loops : 2528
Reciprocated Vertex Pair Ratio : 0.0365325865580448
Reciprocated Edge Ratio : 0.0704899914036596
Connected Components : 1136
Single-Vertex Connected Components : 666
Maximum Vertices in a Connected Component : 3824
Maximum Edges in a Connected Component : 12448
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.779263
Graph Density : 0.000215400190434613
Modularity : 0.4765
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,149 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, 16 August 2021 at 10:50 UTC.

The requested start date was Monday, 16 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 8-hour, 59-minute period from Thursday, 12 August 2021 at 15:01 UTC to Monday, 16 August 2021 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:
[48] https://techcrunch.com/2021/08/14/edtechs-next-mission-go-everywhere/
[35] http://www.facebook.com/pages/p/645569912213482
[33] https://engage.bah.com/Article/Redirect/39ec8df4-a50b-497f-93db-6140bccb155f?uc=30185&g=10e431bd-2106-46c9-9c84-bec148eb0c42&f=145348
[30] http://www.lebanteachtech.com/2021/08/create-free-linktree-style-landing-page.html
[26] https://m.tiktok.com/v/6996039850252111109.html?_d=secCgYIASAHKAESMgow%2BVn%2F%2BOrJxUN%2Be28fr21O0%2Fw2D94l9zpNH5xlyoCNbRHdKozZlsLB7ebRoQKg9GzMGgA%3D&checksum=40eb75996ccebeb303283d6330f15292c42b95fcd9da77595d76065a6d5d893e&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=6996039850252111109&share_link_id=2E2974CC-5E8A-4B25-93F5-E8AC352B4C42&source=h5_m×tamp=1628892581&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[24] https://www.rdene915.com/
[24] https://blog.tcea.org/templates-for-google-sites/
[24] https://techcrunch.com/2021/08/14/edtechs-next-mission-go-everywhere/?utm_source=dlvr.it&utm_medium=twitter
[21] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1sm_yjc5jIn8xR0MJCUOivqdWPvT-UkXUseTncncyuic/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1sm_yjc5jIn8xR0MJCUOivqdWPvT-UkXUseTncncyuic/edit?usp%3Dsharing<mpl=slides
[18] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166

Top URLs in Tweet in G1:
[35] http://www.facebook.com/pages/p/645569912213482
[27] https://techcrunch.com/2021/08/14/edtechs-next-mission-go-everywhere/
[18] https://techcrunch.com/2021/08/14/edtechs-next-mission-go-everywhere/?utm_source=dlvr.it&utm_medium=twitter
[7] https://app.alludolearning.com/games/1104-sel-and-wellness/players/52551-michelle-makvandi
[6] https://play.google.com/store/apps/details?id=com.redfox.education&hl=en
[6] https://apps.apple.com/app/red-fox-education/id1549803439
[5] http://techcrunch.com/2021/08/01/indian-edtech-unacademy-valued-at-3-44-billion-in-440-million-fundraise/
[5] https://edtech-media.com/2017/02/15/sai
[4] https://edtech-media.com/2016/05/18/tok
[3] https://www.computerweekly.com/news/252505040/GoStudent-Europes-newest-edtech-unicorn?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[23] https://engage.bah.com/Article/Redirect/39ec8df4-a50b-497f-93db-6140bccb155f?uc=30185&g=10e431bd-2106-46c9-9c84-bec148eb0c42&f=145348
[20] https://www.rdene915.com/
[17] https://techwireasia.com/2021/08/indias-new-digital-payment-e-rupi-is-not-what-you-think-it-is/?twitter=@aneeshnair
[16] 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
[16] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[16] https://www.businesswire.com/news/home/20210808005008/en/This-Edtech-Startup-Is-Making-Waves-in-UAE-With-Its-%E2%80%98Coding-for-Kids%E2%80%99-Platform
[14] https://www.wsj.com/articles/schools-look-for-help-from-ai-teachers-assistants-11628262062
[12] https://oodlu.org/
[12] https://kr-asia.com/chinese-edtech-companies-look-for-greener-pastures-in-childrens-coding-instruction
[12] https://news.hardwarepioneers.com/industrial/10-insider-tips-from-a-hardware-design-startup/

Top URLs in Tweet in G3:
[27] http://www.lebanteachtech.com/2021/08/create-free-linktree-style-landing-page.html
[22] https://blog.tcea.org/templates-for-google-sites/
[18] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1sm_yjc5jIn8xR0MJCUOivqdWPvT-UkXUseTncncyuic/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1sm_yjc5jIn8xR0MJCUOivqdWPvT-UkXUseTncncyuic/edit?usp%3Dsharing<mpl=slides
[14] http://ditchthattextbook.com/how-to-create-media-rich-interactive-maps-for-deeper-learning//
[13] http://ditchthattextbook.com/redefining-annotation-ditch-that-pdf-and-hyper-annotate//
[11] https://alicekeeler.com/2021/08/04/reuse-google-classroom-assignments-from-last-year/
[10] https://shakeuplearning.com/conference
[9] https://d1y8sb8igg2f8e.cloudfront.net/documents/Katz_and_Rideout_-_Learning_at_Home_While_Under-Connected_gFRh1AO.pdf
[9] https://techesign.com/3-strange-things-to-do-in-google-docs-that-are-super-useful/
[8] https://www.spreadsheetclass.com/google-sheets-calendar-templates/

Top URLs in Tweet in G4:
[22] https://m.tiktok.com/v/6996039850252111109.html?_d=secCgYIASAHKAESMgow%2BVn%2F%2BOrJxUN%2Be28fr21O0%2Fw2D94l9zpNH5xlyoCNbRHdKozZlsLB7ebRoQKg9GzMGgA%3D&checksum=40eb75996ccebeb303283d6330f15292c42b95fcd9da77595d76065a6d5d893e&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=6996039850252111109&share_link_id=2E2974CC-5E8A-4B25-93F5-E8AC352B4C42&source=h5_m×tamp=1628892581&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[10] https://vicentgadea.com/utilizar-personajes-pixton-para-comic-en-powerpoint
[6] https://www.ilearn2.co.uk/
[5] https://classtechtips.com/2021/08/03/new-teachers-123/
[4] https://edtechreview.in/news/4930-advanced-personal-robot-for-kids-miko-raises-29-m-in-new-round-led-by-iifl
[4] https://docs.google.com/document/d/1eQ9VeZTVrX6p1vC70e0FQfd-04MT356H28gV8nTGkNE/edit?usp=sharing
[4] https://m.tiktok.com/v/6995300815200144646.html?_d=secCgYIASAHKAESMgowtVAYc4%2Bn0NcAaqwFrgmR58bG07%2F2ggV9w4k32Y1jPiqVEqNJr8ZDaefXZt25wcEcGgA%3D&checksum=028b02d9b052c5f998f23c4dfba37e6aee47944d1c93d681da0ba18aa8a50118&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAAT7bG1BuaQezkqVfjCGiensQz7e_lShwYRsPUmRWmPxdA2dOsUs4NLJYg_ncKoLs5&share_app_id=1233&share_item_id=6995300815200144646&share_link_id=A7E7BB7C-DBC5-4806-8F23-B03B09EF2060&source=h5_m×tamp=1628720521&tt_from=copy&u_code=dd3el3994f7ll9&user_id=6840839314365711366&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[4] https://www.youtube.com/watch?v=uIIyDJbf01U&feature=youtu.be

[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3687_free_personal_planner_more_than_100_digital_stickers._fully_customizable.htm
[4] https://edugrowth.org.au/mes21/

Top URLs in Tweet in G5:
[2] https://blog.unity.com/news/the-edtech-creator-challenge-call-for-submissions-is-now-open?utm_source=twitter&utm_medium=social&utm_campaign=company_global_generalpromo_2021-08-11_gsv-edtech
[2] https://integratedderivates.substack.com/p/takeaways-from-the-worlds-largest
[1] https://www.asugsvsummit.com/edtech-creator-challenge?utm_content=176140703&utm_medium=social&utm_source=twitter&hss_channel=tw-130559155
[1] https://pages.awscloud.com/APAC-acq-DL-Serving_a_Digital-first_India-learn.html?sc_channel=sm&sc_campaign=Public_Sector,Public_Sector_APAC&sc_publisher=TWITTER&sc_country=Public
[1] Sector&sc_geo=APAC&sc_outcome=lead_gen&trk=PS_India_Campaign_TWITTER&sc_content=PS_India_Campaign&sc_category=Amazon
[1] Web
[1] Services
[1] (AWS)
[1] https://marketscale.com/industries/education-technology/emeritus-set-to-raise-the-bar-with-600-million-funding-round/
[1] https://twitter.com/edwebnet/status/1426959419959566337

Top URLs in Tweet in G6:
[10] https://techcrunch.com/2021/08/09/latent-ai-which-says-it-can-compress-common-ai-models-by-10x-lands-some-key-backing/?utm_content=buffer44920&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.cnbc.com/2021/07/26/aia-europes-proposed-ai-law-could-cost-its-economy-36-billion.html?utm_content=buffer55aa0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.ft.com/content/006ebaf6-a76c-4257-a343-f1db1f7b39e7?utm_content=buffer84a01&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.finextra.com/blogposting/20664/what-is-fintech-democratization-of-financial-services-and-technology-supremacy?utm_content=buffer06272&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://engage.bah.com/Article/Redirect/39ec8df4-a50b-497f-93db-6140bccb155f?uc=30185&g=10e431bd-2106-46c9-9c84-bec148eb0c42&f=145348
[6] https://techcrunch.com/2021/08/14/edtechs-next-mission-go-everywhere/
[4] https://www.visualcapitalist.com/mapped-gdp-per-capita-worldwide/?utm_content=buffer32dfc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.scmp.com/tech/policy/article/3144786/beijing-hints-its-big-tech-antitrust-scrutiny-could-be-permanent-new?module=perpetual_scroll&pgtype=article&campaign=3144786&utm_content=buffer1d6b3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.cbinsights.com/research/upgrad-series-b-funding/?utm_source=dlvr.it&utm_medium=twitter
[3] https://techxplore.com/news/2021-08-vulnerability-kindle-e-reader.html?utm_content=bufferf1291&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[5] https://www.fetc.org/program?utm_source=twitter&utm_medium=posts&utm_campaign=august
[4] https://www.fetc.org/fetcchampions?utm_source=facebook&utm_medium=posts&utm_campaign=august
[4] https://technologyeduc.com/product/augmented-reality-geometry-blocks/
[3] https://www.fetc.org/twitterchats?utm_source=facebook&utm_medium=posts&utm_campaign=augustfetcchats
[3] https://www.fetc.org/whyattend?utm_source=twitter&utm_medium=posts&utm_campaign=august
[3] https://classroom.cloud/
[3] https://vrdoctor.org/
[3] https://vdoctor.org/
[3] https://ardoctor.org/
[3] https://robotsurgeon.org/

Top URLs in Tweet in G8:
[4] https://www.edsurge.com/news/2021-08-04-the-unexpected-benefits-of-remote-learning-for-neurodivergent-students?utm_campaign=site&utm_content=share-89
[4] https://www.edsurge.com/news/2021-08-05-there-s-a-new-wave-of-ai-research-coming-to-transform-education?utm_campaign=site&utm_content=share-812
[3] https://www.edsurge.com/news/2021-08-03-what-does-it-take-to-make-a-truly-all-in-one-learning-platform?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://www.edsurge.com/news/2021-08-11-it-s-time-to-reboot-our-thinking-about-adult-learners-in-a-digitally-transformed-world?utm_campaign=site&utm_content=share-813
[2] https://www.edsurge.com/news/2021-08-05-there-s-a-new-wave-of-ai-research-coming-to-transform-education?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://www.edsurge.com/news/2021-08-09-we-wondered-if-nfts-could-change-education-so-we-decided-to-sell-this-article-on-the-blockchain?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://www.edsurge.com/news/2021-07-28-early-edtech-giant-powerschool-goes-public?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://go.class.com/ultimate-guide-engaging-students-virtual-classroom-registration/
[2] https://www.edsurge.com/news/2021-08-12-students-must-learn-to-think-critically-it-s-up-to-us-to-teach-them-how?utm_campaign=site&utm_content=share-813
[2] https://www.edsurge.com/news/2021-08-12-students-must-learn-to-think-critically-it-s-up-to-us-to-teach-them-how?utm_campaign=site&utm_content=share-812

Top URLs in Tweet in G9:
[1] https://innovate.stpinext.in/about-us/chunauti-2.0
[1] https://innovate.stpinext.in/about-us/neuron_ocp_3
[1] https://indiaeducationdiary.in/pandemic-creates-opportunities-to-enhance-indo-us-tech-ties-2/
[1] https://yourstory.com/herstory/2021/08/stpi-chunauti-women-entrepreneur-tech-startup-incubation/amp
[1] https://www.livemint.com/education/news/byjus-continues-acquisition-spree-acquires-toppr-and-great-learning-11627218110917.html
[1] https://www.financialexpress.com/industry/digital-deals-this-classroom-is-a-buzzing-business/2301711/
[1] https://www.financialexpress.com/industry/upgrad-raises-185-million-in-fresh-funding/2307480/
[1] https://techcrunch.com/2021/08/01/indian-edtech-unacademy-valued-at-3-44-billion-in-440-million-fundraise/
[1] https://economictimes.indiatimes.com/tech/funding/upgrad-enters-unicorn-club-after-funding-from-temasek-ifc-iifl/articleshow/85175576.cms
[1] https://twitter.com/teisconindia/status/1426040709748912130

Top URLs in Tweet in G10:
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/1sm_yjc5jIn8xR0MJCUOivqdWPvT-UkXUseTncncyuic/edit?usp%3Dsharing&followup=https://docs.google.com/presentation/d/1sm_yjc5jIn8xR0MJCUOivqdWPvT-UkXUseTncncyuic/edit?usp%3Dsharing<mpl=slides

Top Domains
Top Domains in Tweet in Entire Graph:
[214] twitter.com
[160] youtube.com
[125] blogspot.com
[117] google.com
[111] edsurge.com
[106] historyview.org
[102] techcrunch.com
[86] co.uk
[82] linkedin.com
[60] indiatimes.com

Top Domains in Tweet in G1:
[59] techcrunch.com
[35] facebook.com
[27] twitter.com
[26] indiatimes.com
[25] linkedin.com
[21] youtube.com
[18] google.com
[14] edtech-media.com
[13] livemint.com
[10] yourstory.com

Top Domains in Tweet in G2:
[112] blogspot.com
[78] historyview.org
[47] oodlu.org
[43] twitter.com
[37] linkedin.com
[36] youtube.com
[33] neolms.com
[32] engagucate.com
[26] amazon.com
[26] medium.com

Top Domains in Tweet in G3:
[56] thepaperlesstrail.com
[47] ditchthattextbook.com
[41] google.com
[39] youtube.com
[38] tcea.org
[38] shakeuplearning.com
[28] twitter.com
[27] lebanteachtech.com
[20] edtechmagazine.com
[16] controlaltachieve.com

Top Domains in Tweet in G4:
[31] tiktok.com
[26] co.uk
[24] twitter.com
[20] edtechreview.in
[19] youtube.com
[17] edsurge.com
[15] indiatimes.com
[12] google.com
[10] vicentgadea.com
[10] microsoft.com

Top Domains in Tweet in G5:
[4] twitter.com
[2] unity.com
[2] substack.com
[1] asugsvsummit.com
[1] awscloud.com
[1] marketscale.com
[1] bizjournals.com
[1] sxsw.com
[1] tapinto.net
[1] digitalpromise.org

Top Domains in Tweet in G6:
[16] techcrunch.com
[9] cnbc.com
[9] ft.com
[6] finextra.com
[6] bah.com
[4] visualcapitalist.com
[4] scmp.com
[4] cbinsights.com
[3] twitter.com
[3] techxplore.com

Top Domains in Tweet in G7:
[22] fetc.org
[21] historyview.org
[9] technologyeduc.com
[4] cleverbooks.eu
[4] classroom.cloud
[3] vrdoctor.org
[3] vdoctor.org
[3] ardoctor.org
[3] robotsurgeon.org
[3] speeqo.com

Top Domains in Tweet in G8:
[71] edsurge.com
[9] techlearning.com
[4] class.com
[3] mzteachuh.org
[2] edweek.org
[2] jakemiller.net
[2] eschoolnews.com
[2] scoop.it
[1] twitter.com
[1] medium.com

Top Domains in Tweet in G9:
[3] kr-asia.com
[2] stpinext.in
[2] financialexpress.com
[2] twitter.com
[1] indiaeducationdiary.in
[1] yourstory.com
[1] livemint.com
[1] techcrunch.com
[1] indiatimes.com

Top Domains in Tweet in G10:
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3900] edtech
[827] education
[448] edchat
[330] learning
[303] k12
[269] ai
[263] elearning
[201] backtoschool
[166] startup
[159] vr



Top Hashtags in Tweet in G1:
[512] edtech
[82] education
[57] byjus
[41] elearning
[41] learning
[36] edchat
[34] onlinelearning
[26] technology
[24] students
[21] edutwitter

Top Hashtags in Tweet in G2:
[944] edtech
[426] education
[227] k12
[178] edchat
[161] learning
[150] ai
[133] elearning
[102] stem
[87] arvrinedu
[86] vr

Top Hashtags in Tweet in G3:
[519] edtech
[134] edchat
[113] ditchbook
[98] backtoschool
[74] learning
[68] tlap
[55] etcoaches
[51] teachertwitter
[51] googleedu
[49] hacklearning

Top Hashtags in Tweet in G4:
[528] edtech
[72] byjus
[56] education
[33] edtechchat
[28] elearning
[25] highered
[25] backtoschool
[25] microsoftteams
[24] edchat
[23] mieexpert

Top Hashtags in Tweet in G5:
[45] edtech
[16] education
[11] asugsvsummit
[8] dolsnetwork
[8] sel
[8] sel4us
[8] olympicgames
[8] mentalhealthmatters
[4] edchat
[3] mentalhealthawareness

Top Hashtags in Tweet in G6:
[64] edtech
[61] ai
[24] fintech
[24] education
[18] digitaltransformation
[16] swot
[12] bigdata
[11] finserv
[11] datascience
[10] iot

Top Hashtags in Tweet in G7:
[111] edtech
[34] vr
[31] education
[28] fetc
[27] ideau
[26] virtualreality
[22] arvrinedu
[17] augmentedreality
[17] ar
[9] teachers

Top Hashtags in Tweet in G8:
[111] edtech
[25] education
[10] edchat
[6] k12
[6] teachers
[6] teaching
[5] edutech
[5] teacher
[5] classroom
[5] teachertwitter

Top Hashtags in Tweet in G9:
[94] edtech
[19] stpiindia
[17] stpinews
[14] stpichunauti2
[13] startups
[4] elearning
[2] bigdata
[2] ar
[2] vr
[2] startup

Top Hashtags in Tweet in G10:
[4] edtech
[2] ditchbook
[2] tlap
[2] etcoaches
[2] hacklearning
[1] education
[1] educationforall
[1] edutwitter
[1] educators
[1] gsuiteedu

Top Words
Top Words in Tweet in Entire Graph:
[3905] #edtech
[1473] edtech
[827] #education
[816] learning
[629] students
[575] education
[562] school
[494] more
[486] learn
[448] #edchat

Top Words in Tweet in G1:
[512] #edtech
[337] edtech
[82] learning
[82] #education
[82] next
[81] more
[77] go
[76] education
[69] mission
[67] students

Top Words in Tweet in G2:
[946] #edtech
[426] #education
[227] #k12
[206] education
[178] #edchat
[167] edtech
[161] #learning
[160] learning
[150] #ai
[133] #elearning

Top Words in Tweet in G3:
[519] #edtech
[160] students
[134] #edchat
[129] google
[128] tcea
[113] #ditchbook
[101] learning
[98] #backtoschool
[98] create
[94] ll

Top Words in Tweet in G4:
[532] #edtech
[84] students
[74] edtech
[72] #byjus
[71] school
[70] free
[67] learning
[64] education
[63] mtholfsen
[62] more

Top Words in Tweet in G5:
[148] learn
[141] data
[140] aws_edu
[138] analyse
[138] 20
[138] years
[138] worth
[138] few
[138] weeks
[138] head

Top Words in Tweet in G6:
[63] #edtech
[61] #ai
[30] globaliqx
[27] edtech
[24] #fintech
[24] #education
[23] shi4tech
[21] enricomolinari
[18] #digitaltransformation
[18] spirosmargaris

Top Words in Tweet in G7:
[111] #edtech
[36] live
[34] #vr
[32] more
[31] #education
[27] #ideau
[26] #virtualreality
[24] #fetc
[23] 2022
[22] #arvrinedu

Top Words in Tweet in G8:
[111] #edtech
[76] edsurge
[42] learning
[26] students
[25] #education
[24] education
[21] edtech
[17] educators
[15] one
[13] guide

Top Words in Tweet in G9:
[126] solutions
[94] #edtech
[77] stpiindia
[71] learning
[65] innovative
[64] build
[64] immersive
[63] challenges
[62] address
[62] building

Top Words in Tweet in G10:
[118] edtech
[88] school
[66] year
[66] test
[66] prep
[66] ineffective
[66] products
[65] companies
[65] make
[65] full

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[148] school,year
[147] #education,#edtech
[145] few,weeks
[143] #edtech,#edchat
[142] 20,years
[140] #byjus,#edtech
[140] analyse,20
[140] years,worth
[140] worth,data
[140] data,few

Top Word Pairs in Tweet in G1:
[67] next,mission
[66] edtech,next
[66] mission,go
[65] go,everywhere
[49] #byjus,#edtech
[26] edtech,startup
[20] edtech,unicorn
[18] #edtech,#education
[15] learn,more
[14] indian,edtech

Top Word Pairs in Tweet in G2:
[88] #education,#edtech
[80] #edtech,#arvrinedu
[78] #virtualreality,#edtech
[71] #vr,#virtualreality
[70] #edchat,#edtech
[68] historyview,#vr
[64] #arvrinedu,#education
[54] big,education
[54] education,ape
[54] #redfored,#tbats

Top Word Pairs in Tweet in G3:
[78] #edtech,#edchat
[55] #edtech,#ditchbook
[53] #ditchbook,#tlap
[53] #tlap,#etcoaches
[49] #etcoaches,#hacklearning
[48] templates,students
[47] #ditchbook,#edtech
[46] try,fun
[46] fun,#backtoschool
[46] #backtoschool,icebreaker

Top Word Pairs in Tweet in G4:
[68] #byjus,#edtech
[37] micro,tip
[37] tip,show
[37] activity,pack
[32] mtholfsen,micro
[32] pupil,activity
[25] #edtech,#edtechchat
[24] video,tutorials
[22] show,potentially
[22] potentially,boost

Top Word Pairs in Tweet in G5:
[138] analyse,20
[138] 20,years
[138] years,worth
[138] worth,data
[138] data,few
[138] few,weeks
[138] weeks,head
[138] head,learn
[138] learn,eiindia
[138] eiindia,collaborated

Top Word Pairs in Tweet in G6:
[16] #swot,analysis
[16] analysis,#digitaltransformation
[16] #digitaltransformation,#education
[16] #education,catherinerey
[16] catherinerey,ehlnews
[16] ehlnews,ianljones98
[16] ianljones98,shi4tech
[16] shi4tech,lyakovet
[16] lyakovet,yibnm
[15] betamoroney,#swot

Top Word Pairs in Tweet in G7:
[22] #edtech,#arvrinedu
[21] #virtualreality,#edtech
[19] historyview,#vr
[19] #vr,#virtualreality
[14] week's,episode
[14] episode,edtech_podcast
[14] edtech_podcast,live
[14] live,feat
[13] mrkempnz,week's
[13] much,more

Top Word Pairs in Tweet in G8:
[47] #edtech,edsurge
[11] remote,learning
[10] free,guide
[8] education,#edtech
[7] wave,ai
[7] ai,research
[7] research,coming
[7] coming,transform
[7] transform,education
[7] #edtech,#education

Top Word Pairs in Tweet in G9:
[63] #edtech,solutions
[62] build,#edtech
[62] solutions,address
[62] address,challenges
[62] challenges,immersive
[62] immersive,learning
[62] learning,building
[62] building,innovative
[62] innovative,solutions
[62] stpiindia,build

Top Word Pairs in Tweet in G10:
[66] test,prep
[66] ineffective,edtech
[66] edtech,products
[65] school,year
[65] year,test
[65] prep,companies
[65] companies,ineffective
[65] products,make
[65] make,full
[65] full,pivot

Top Replied-To
Top Replied-To in Entire Graph:
@mrkpyp
@teacher2teacher
@malpani
@juandoming
@venkyhq
@lyricalswordz
@shamiksharma
@coachshreyas
@cosn
@flyingmonkey13

Top Replied-To in G1:
@egyaanlearning

Top Replied-To in G2:
@juandoming
@shanerpeek
@wired
@docmentillo
@vrtrendmagazine
@paulhamilton8
@liat_ro
@goodideafolks
@johndickenssw
@nathansmith

Top Replied-To in G3:
@lyricalswordz
@mrshirn_edtech
@flyingmonkey13
@hillary_atp
@amesnik
@dees_edtech
@newsela
@jamesdsayer
@cloudbusiness9
@headteacherchat

Top Replied-To in G4:
@arikadickens
@houseofedtech
@mikebrandesav
@everfik12
@talentserve
@chris_neto
@smearin_off_ice
@mtholfsen

Top Replied-To in G5:
@kevinzhangvc
@auroramramos
@asugsvsummit

Top Replied-To in G6:
@gerald_bader
@enricomolinari
@aspiredfutures
@drsharwood

Top Replied-To in G7:
@mrkpyp
@mrkempnz
@jcotten32
@msventurino
@justymae
@mstaricoff
@jamie_stark
@edu_jae
@edusparkworld

Top Replied-To in G9:
@ecell_iitb

Top Replied-To in G10:
@shamiksharma
@randyswift9
@_shankarnath

Top Mentioned
Top Mentioned in Entire Graph:
@aws_edu
@eiindia
@tcea
@edsurge
@jakemillertech
@stpiindia
@rdene915
@mtholfsen
@flipgrid
@eraser

Top Mentioned in G1:
@edwaves
@screencasto
@2peasandadog
@dr_monari
@vocabvictor
@elevatek12
@3rteachertrain
@twof_insight
@skillsertifika_

Top Mentioned in G2:
@eraser
@rdene915
@hexabitzinc
@philip_d_hughes
@historyviewvr
@ravikikan
@coopmike48
@thriveinedu
@cospaces_edu
@edtech_highered

Top Mentioned in G3:
@tcea
@jakemillertech
@flipgrid
@jmattmiller
@mrshowell24
@slidesmaniasm
@edpuzzle
@buddyxo
@bookcreatorapp
@mrsleban

Top Mentioned in G4:
@mtholfsen
@canvaslms
@ilearn2primary
@classtechtips
@stanwendt
@etr_in
@simpliteach
@vicentgadea
@el_pais
@gegsouthla

Top Mentioned in G5:
@aws_edu
@eiindia
@asugsvsummit
@unity3d
@thedolsnetwork
@gsvventures
@asu
@encantosworld
@madhuyalamarthi

Top Mentioned in G6:
@globaliqx
@shi4tech
@enricomolinari
@spirosmargaris
@ianljones98
@betamoroney
@catherinerey
@ehlnews
@lyakovet
@yibnm

Top Mentioned in G7:
@edtech_podcast
@historyviewvr
@mrkempnz
@appleedu
@toddwhitaker
@edusparkworld
@ideaillinois
@gonoodle
@edtech_isf
@fetc

Top Mentioned in G8:
@edsurge
@screencastify
@weareclasstech
@educationweek
@edutechguys
@jupiteredu
@edutopia
@weareteachers
@mindshiftkqed
@the_edu_table

Top Mentioned in G9:
@stpiindia
@omkar_raii
@upgrad_edu
@unacademy
@byjus
@mytoppr
@great_learning
@temasek
@cbseindia29
@dcmschools

Top Mentioned in G10:
@selenacarrion
@shamiksharma
@jaivardhan88
@discord
@twitch
@pratikpoddar
@mrshowell24
@mayankbangia
@aditisharma_22

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@marshawright
@robinsnewswire
@zyiteblog
@cybersec_feeds
@chidambara09
@zyitegadgets
@bella623
@gambiste1

Top Tweeters in G1:
@marshawright
@robinsnewswire
@davidpapp
@geekinfonow
@m157q_news_rss
@dizzedcom
@typewriternews
@shehzadyounis
@liewkongyee
@davidlogan2020

Top Tweeters in G2:
@jornalistavitor
@sectest9
@cybersec_feeds
@femtech_
@xaelbot
@codedailybot
@coopmike48
@cybersecurityn8
@thedeveloperbot
@viralvideovlogs

Top Tweeters in G3:
@techedvocate
@wagjuer
@alicekeeler
@learnteachwin
@flipgrid
@libellula58
@prqosjdyofn1ylj
@margymaclibrary
@stem_nastics
@philshapiro

Top Tweeters in G4:
@gambiste1
@seekingalpha
@el_pais
@fred_bot_
@johnniemaebrown
@scalarhumanity
@warmicha8
@canva
@e_nterdiscipl
@technolibrary

Top Tweeters in G5:
@das_sharu
@mrtallerjerry
@ranidasi13
@wyatojb5qpvbfa3
@umesh97705207
@jcverma15
@googleulv
@addeepakverma
@libertyhowl
@1960_rani

Top Tweeters in G6:
@chidambara09
@evankirstel
@lorimoreno
@evanderburg
@nicochan33
@godfrey_g_
@serverlessfan
@akwyz
@shi4tech
@rwang0

Top Tweeters in G7:
@bella623
@vrretweeter
@chrisdysonht
@pammoran
@mrkempnz
@thomascmurray
@aliceleung
@kingslynnlive
@jenwilliamsedu
@edutopia

Top Tweeters in G8:
@ukedchat
@mzteachuh
@blkhwk0ps
@educationweek
@robincogan
@hackernoon
@cecilia_bocking
@edsurge
@edumorfosis
@lauramcshanecle

Top Tweeters in G9:
@r_shankar_gowda
@iiflmarkets
@rramkumar1976
@dhkshenava
@stpiindia
@rahulssg
@anuragdubey777
@ifc_org
@omkar_raii
@pmoindia

Top Tweeters in G10:
@moniselseward
@discord
@macchica26
@elizawallace27
@wmichellewho
@negricari
@mrkitmath
@antoniobuehler
@didactic986
@adreanainlb


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