edtech, Twitter, 11/17/2020 2:09:14 PM, 241670


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edtech_2020-11-17_03-30-11.xlsx
edtech_2020-11-17_03-30-11.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 17, 2020
Short Description:
edtech via NodeXL https://bit.ly/38S4OTc
@scalarhumanity
@markj_ohnson
@jmattmiller
@edtech_highered
@mtholfsen
@nmasc_
@googleforedu
@rdene915
@jessifer
@edtech_k12

Top hashtags:
#edtech
#education
#edchat
#elearning
#remotelearning
#k12
#ai
#edtechchat
#highered

Description:
Description
The graph represents a network of 6,685 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 Tuesday, 17 November 2020 at 11:50 UTC.

The requested start date was Monday, 16 November 2020 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, 9-hour, 22-minute period from Wednesday, 11 November 2020 at 18:58 UTC to Saturday, 14 November 2020 at 04:21 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 : 6685
Unique Edges : 6338
Edges With Duplicates : 10525
Total Edges : 16863
Number of Edge Types : 5
Retweet : 3874
MentionsInRetweet : 5979
Tweet : 2365
Mentions : 4306
Replies to : 339
Self-Loops : 2472
Reciprocated Vertex Pair Ratio : 0.0484149855907781
Reciprocated Edge Ratio : 0.0923584387025838
Connected Components : 1182
Single-Vertex Connected Components : 661
Maximum Vertices in a Connected Component : 4191
Maximum Edges in a Connected Component : 13194
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.150605
Graph Density : 0.000203547067825598
Modularity : 0.500731
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,685 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 Tuesday, 17 November 2020 at 11:50 UTC.

The requested start date was Monday, 16 November 2020 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, 9-hour, 22-minute period from Wednesday, 11 November 2020 at 18:58 UTC to Saturday, 14 November 2020 at 04:21 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:
[45] https://www.cultofpedagogy.com/google-student-projects/
[41] https://www.smallcapvoice.com/9-18-19-smallcapvoice-interview-iiot-oxys-itox/
[35] https://techcrunch.com/2020/11/12/as-public-investors-reprice-edtech-bets-whats-ahead-for-the-hot-startup-sector/
[35] https://www.oneragtime.com/24-industries-disrupted-by-ai-infographic/?utm_content=buffer78df4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[34] https://techcrunch.com/2020/11/12/udemy-and-altmba-co-founders-return-to-edtech-with-a-new-stealthy-business/
[27] https://techcrunch.com/2020/11/12/udemy-and-altmba-co-founders-return-to-edtech-with-a-new-stealthy-business/?utm_source=dlvr.it&utm_medium=twitter
[23] http://edtechweek.co.uk
[22] https://techcrunch.com/2020/11/12/as-public-investors-reprice-edtech-bets-whats-ahead-for-the-hot-startup-sector/?utm_source=dlvr.it&utm_medium=twitter
[19] 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://techcrunch.com/2020/11/11/as-edtech-crowds-up-campuswire-bets-big-on-real-time-learning/

Top URLs in Tweet in G1:
[24] https://techcrunch.com/2020/11/12/udemy-and-altmba-co-founders-return-to-edtech-with-a-new-stealthy-business/?utm_source=dlvr.it&utm_medium=twitter
[19] https://techcrunch.com/2020/11/12/as-public-investors-reprice-edtech-bets-whats-ahead-for-the-hot-startup-sector/
[18] https://techcrunch.com/2020/11/12/as-public-investors-reprice-edtech-bets-whats-ahead-for-the-hot-startup-sector/?utm_source=dlvr.it&utm_medium=twitter
[12] https://techcrunch.com/2020/11/12/udemy-and-altmba-co-founders-return-to-edtech-with-a-new-stealthy-business/
[6] http://people.uis.edu/rschr1/et/
[5] https://techcrunch.com/2020/11/10/why-i-left-edtech-and-got-into-gaming/
[5] https://techcrunch.com/2020/11/12/as-public-investors-reprice-edtech-bets-whats-ahead-for-the-hot-startup-sector/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Techcrunch+%28TechCrunch%29
[4] https://www.hmhco.com/blog/latest-trends-in-educational-technology
[4] https://theamericangenius.com/entrepreneur/is-covid-encouraging-teachers-to-join-edtech-startups/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://edtechmagazine.com/k12/article/2020/11/state-educational-technology-post-pandemic-world

Top URLs in Tweet in G2:
[19] 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
[12] https://anchor.fm/rdene915
[11] https://www.rdene915.com/
[10] https://www.controlaltachieve.com/2019/10/article-sites.html
[10] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[9] https://www.fetc.org/?utm_source=twitter&utm_medium=posts&utm_campaign=november
[8] https://feedburner.google.com/fb/a/mailverify?uri=blogspot/gEKSwT
[8] http://ow.ly/gpq650C0c8P?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=0dd62028-4bed-42ee-ba09-fbfe857a4bbe&utm_campaign=2020-frax-math
[8] https://web.explorelearning.com/science-at-home/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=67162821-3e15-4cb2-90c9-bb0de5d7c6b3&utm_campaign=2020-gizmo-theme-month
[8] http://ow.ly/nSSg50C9EFk?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=30803ae1-117f-4f9b-985c-06d5ea03f389&utm_campaign=2020-gizmo-theme-month

Top URLs in Tweet in G3:
[6] http://ditchthattextbook.com/create-netflix-style-learning-with-screencasts//
[5] http://ditchthattextbook.com/a-student-created-digital-textbook-their-process-and-resources//
[3] https://www.educollaborators.com/edtech-audit
[2] https://www.controlaltachieve.com/2020/11/meet-q-and-a.html
[2] https://www.educollaborators.com/cybersecurity
[2] https://www.wrigglestore.ie/
[2] https://www.writereader.com/blog/how-to-boost-engagement-and-collaboration-with-writereader-and-seesaw/
[2] https://edtech-demonstrator.lgfl.net
[2] https://genial.ly/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DWY_kONbRZOM%26list%3DPLdHjJccRYryP47X0lE-Krsc3IdFjoai57%26index%3D2&q=EgS4SO-bGJG6vf0FIhkA8aeDS3UFdGEzd6nUcQJxwwCCyvomuZtMMgFy

Top URLs in Tweet in G4:
[16] https://play.google.com/store/apps/details?id=com.joticle.joticle
[5] https://content.td.org/r/84753
[4] https://www.global-edtech.com/category/higher-education/
[4] https://www.classedu.com
[4] https://idns.co.uk/silent-auction/?utm_source=twitter&utm_medium=social&utm_campaign=idns-ltd&utm_content=articles
[4] https://www.economist.com/international/2020/11/11/educational-technology-is-coming-of-age-during-the-pandemic
[4] https://www.sciencedirect.com/science/article/pii/S0360131520300580
[3] https://www.global-edtech.com/blended-hybrid-and-online-learning/
[3] https://www.global-edtech.com/creativity-an-activity-or-a-mindset/
[3] https://freehodlminds.blogspot.com/2020/11/4-worth-owning.html

Top URLs in Tweet in G5:
[30] https://www.oneragtime.com/24-industries-disrupted-by-ai-infographic/?utm_content=buffer78df4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] http://www.downingedtech.com/
[9] https://e-learning-teleformacion.blogspot.com/2020/01/education-in-artificially-intelligent.html
[7] https://twitter.com/aneeshnair/status/1327079957168754689
[7] https://www.netopia.eu/domains-of-danger/
[6] https://techcrunch.com/2020/11/11/as-edtech-crowds-up-campuswire-bets-big-on-real-time-learning/
[6] https://www.smallcapvoice.com/9-18-19-smallcapvoice-interview-iiot-oxys-itox/
[5] https://edtechmagazine.com/k12/article/2020/11/4-tips-enhancing-stem-engagement-hybrid-classroom
[5] https://www.cio.com/article/3596803/10-tips-for-modernizing-legacy-it-systems.html?utm_campaign=organic&utm_medium=social&utm_source=twitter&utm_content=content
[5] https://www.infosecurity-magazine.com/news/ransomware-attack-on-medical/

Top URLs in Tweet in G6:
[21] http://edtechweek.co.uk
[4] https://defenddigitalme.org/the-state-of-data-2020/
[3] http://www.edtechweek.co.uk/index.php/join-a-session
[2] http://www.ednfoundation.org/wp-content/uploads/Edtech-Vision-2025_FINAL_Compressed..pdf
[2] http://edtechweek.co.uk/index.php/join-a-session
[2] http://www.edtechweek.co.uk/index.php/edtech-week-agenda
[2] https://ukedchat.com/2018/11/02/edtech-tools
[2] https://twitter.com/DenbighHigh/status/1327174369441771520
[2] https://www.eventbrite.co.uk/o/shacklewell-primary-school-edtech-demonstrator-30540761234
[1] https://twitter.com/leoacademies/status/1327284140690038785

Top URLs in Tweet in G7:
[18] https://techcrunch.com/2020/11/12/udemy-and-altmba-co-founders-return-to-edtech-with-a-new-stealthy-business/
[13] https://techcrunch.com/2020/11/12/as-public-investors-reprice-edtech-bets-whats-ahead-for-the-hot-startup-sector/
[7] https://techcrunch.com/2020/11/11/as-edtech-crowds-up-campuswire-bets-big-on-real-time-learning/
[7] https://trib.al/iCXJb0n
[6] https://undock.com/o/
[6] https://www.cbinsights.com/research/edtech-companies-unbundling-university/?utm_source=CB+Insights+Newsletter&utm_campaign=b1efe2a69a-newsletter_general_Wed_20201111&utm_medium=email&utm_term=0_9dc0513989-b1efe2a69a-94571534
[4] https://www.cbinsights.com/research/edtech-companies-unbundling-university/
[3] https://trib.al/kGIr4dv
[3] https://trib.al/qKE3WTy
[3] https://twitter.com/gaganbiyani/status/1326948549779742732

Top URLs in Tweet in G8:
[10] https://www.hollyclark.org/2020/10/13/how-to-use-jamboard-10-ideas-to-get-you-jammin/
[6] https://ditchthattextbook.com/creating-eye-popping-infographics-with-google-drawings/
[6] 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
[5] https://shakeuplearning.com/blog/teach-like-tonight-show-internet-pop-quiz-google-slides-teacher-edition/
[5] http://ditchthattextbook.com/20-hyperdocs-tips-ideas-and-templates-to-use-right-away//
[4] https://www.thetechieteacher.net/2019/11/a-google-slides-add-on-all-teachers-need.html
[4] https://mailchi.mp/tcea/ff-ff-s
[4] https://www.arvrinedu.com/post/create-ar-using-these-5-apps
[4] https://shakeuplearning.com/blog/easily-assess-student-writing-google-docs/
[3] https://blog.tcea.org/norms-for-remote-learning/

Top URLs in Tweet in G9:
[1] https://www.nwestiowa.com/news/sheldon-schools-notified-of-data-breach/article_c26c14be-194d-11eb-b07a-bf22c18a63ff.html
[1] https://twitter.com/jessifer/status/1326950357390528515
[1] https://twitter.com/jessifer/status/1326943251392245763
[1] https://twitter.com/jryoung/status/1327233598580289536
[1] https://ethicaledtech.info/wiki/Meta:AnnotateEdTech_(November_16,_2020)
[1] https://twitter.com/charleswlogan/status/1323373609361068032
[1] https://givingcompass.org/partners/impact-investing/ecmcfoundation-investment-spotlight-2

Top URLs in Tweet in G10:
[12] https://failuretodisrupt.com/
[4] https://www.curriki.org/curriki-support/?utm_content=145889689&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[4] https://twitter.com/higheredav/status/1326604179385671680
[2] https://www.techlearning.com/tl-advisor-blog/6653?utm_content=143984508&utm_medium=social&utm_source=twitter&hss_channel=tw-1225657154
[2] https://twitter.com/ThePIENews/status/1326859177369743361
[1] https://teachlabpodcast.com/episodes/failure-to-disrupt-book-club-with-george-siemens-s1!b0314
[1] https://www.curriki.org/teaching-during-pandemic/?utm_content=145717815&utm_medium=social&utm_source=twitter&hss_channel=tw-18566621
[1] https://twitter.com/Curriki/status/1326577932995858433
[1] https://www.currikistudio.org/
[1] https://www.youtube.com/watch?v=Opy2SPcFNAs&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[447] twitter.com
[178] youtube.com
[174] techcrunch.com
[136] blogspot.com
[133] co.uk
[102] edsurge.com
[93] google.com
[70] edtechmagazine.com
[70] voicestorm.com
[49] medium.com

Top Domains in Tweet in G1:
[102] techcrunch.com
[67] twitter.com
[30] youtube.com
[15] uis.edu
[13] careerarc.com
[11] co.uk
[11] apple.com
[11] edtech-media.com
[9] linkedin.com
[8] edtechmagazine.com

Top Domains in Tweet in G2:
[68] twitter.com
[59] voicestorm.com
[36] youtube.com
[33] explorelearning.com
[32] amazon.com
[28] edtechmagazine.com
[20] blogspot.com
[18] google.com
[18] ow.ly
[16] controlaltachieve.com

Top Domains in Tweet in G3:
[13] ditchthattextbook.com
[10] youtube.com
[8] twitter.com
[5] microsoft.com
[5] educollaborators.com
[4] controlaltachieve.com
[4] genial.ly
[2] google.com
[2] wrigglestore.ie
[2] shakeuplearning.com

Top Domains in Tweet in G4:
[33] twitter.com
[22] edtechreview.in
[20] google.com
[19] global-edtech.com
[19] youtube.com
[14] co.uk
[10] k12prospects.com
[9] edsurge.com
[8] blogspot.com
[5] wordpress.com

Top Domains in Tweet in G5:
[70] blogspot.com
[30] oneragtime.com
[26] edtechmagazine.com
[17] twitter.com
[14] medium.com
[11] downingedtech.com
[10] voicestorm.com
[8] techcrunch.com
[7] netopia.eu
[6] smallcapvoice.com

Top Domains in Tweet in G6:
[41] co.uk
[10] twitter.com
[5] bit.ly
[4] ednfoundation.org
[4] defenddigitalme.org
[3] youtube.com
[3] microsoft.com
[3] ukedchat.com
[1] okt.to
[1] rtceducationevents.com

Top Domains in Tweet in G7:
[44] techcrunch.com
[15] trib.al
[12] cbinsights.com
[7] twitter.com
[6] undock.com
[2] getrevue.co
[2] notion.so
[2] educationframework.com
[2] substack.com
[1] medium.com

Top Domains in Tweet in G8:
[25] shakeuplearning.com
[11] ditchthattextbook.com
[10] hollyclark.org
[7] twitter.com
[7] youtube.com
[6] thetechieteacher.net
[6] edweek.org
[6] routledge.com
[4] tcea.org
[4] mailchi.mp

Top Domains in Tweet in G9:
[4] twitter.com
[1] nwestiowa.com
[1] ethicaledtech.info
[1] givingcompass.org

Top Domains in Tweet in G10:
[13] twitter.com
[12] failuretodisrupt.com
[6] curriki.org
[4] digitaled.com
[3] vitalsource.com
[2] youtube.com
[2] techlearning.com
[1] teachlabpodcast.com
[1] currikistudio.org
[1] slideshare.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4100] edtech
[717] education
[555] edchat
[328] elearning
[306] remotelearning
[288] k12
[234] ai
[222] edtechchat
[169] highered
[164] distancelearning



Top Hashtags in Tweet in G1:
[528] edtech
[102] education
[60] edchat
[47] elearning
[37] remotelearning
[37] onlinelearning
[35] tech
[30] learning
[26] teachers
[23] teaching

Top Hashtags in Tweet in G2:
[707] edtech
[189] k12
[152] edchat
[149] education
[98] remotelearning
[81] distancelearning
[62] cdwsocial
[50] sel
[42] tlap
[40] stemed

Top Hashtags in Tweet in G3:
[85] edtech
[49] remotelearning
[35] microsoftteams
[23] microsoftedu
[19] mieexpert
[15] ditchbook
[14] googleclassroom
[9] edchat
[7] edtechchat
[6] webinar

Top Hashtags in Tweet in G4:
[340] edtech
[60] education
[54] edchat
[33] elearning
[24] edtechchat
[22] learning
[20] technology
[20] iloveedtech
[19] imfutureready
[18] funfact

Top Hashtags in Tweet in G5:
[252] edtech
[128] ai
[79] education
[68] highered
[58] tech
[57] iot
[56] elearning
[50] bigdata
[44] educación
[44] fintech

Top Hashtags in Tweet in G6:
[128] edtech
[29] edtechweek2020
[18] edtechsummit20
[13] diversity
[13] inclusion
[9] fridayfeeling
[8] technology
[8] edtechdemo
[8] schools
[7] education

Top Hashtags in Tweet in G7:
[27] edtech
[11] academicchatter
[7] education
[6] edtechchat
[6] highered
[4] startups
[3] librarytwitter
[3] phdchat
[3] technews
[3] harvard

Top Hashtags in Tweet in G8:
[137] edtech
[31] edchat
[16] teachertwitter
[16] remotelearning
[16] education
[14] elearning
[13] edleaders
[11] ela
[11] d123
[11] cpchat

Top Hashtags in Tweet in G9:
[5] ethicaledtech
[5] annotateedtech
[2] edtech
[1] k12cybersecure
[1] impinv

Top Hashtags in Tweet in G10:
[80] edtech
[33] highered
[17] edutwitter
[16] education
[16] edu
[13] failuretodisrupt
[13] k12
[11] currikistudiowebinar
[10] avtweeps
[9] stem

Top Words
Top Words in Tweet in Entire Graph:
[4123] #edtech
[940] learning
[894] edtech
[792] students
[741] #education
[645] more
[555] #edchat
[505] use
[471] check
[444] education

Top Words in Tweet in G1:
[527] #edtech
[234] edtech
[102] #education
[99] learning
[78] more
[72] students
[62] startup
[60] #edchat
[59] bets
[58] education

Top Words in Tweet in G2:
[707] #edtech
[214] students
[195] learning
[189] #k12
[152] #edchat
[149] #education
[109] check
[98] #remotelearning
[97] ideas
[96] use

Top Words in Tweet in G3:
[165] jmattmiller
[164] mtholfsen
[155] check
[141] quick
[138] tip
[136] use
[125] embed
[106] video
[105] integration
[104] oh

Top Words in Tweet in G4:
[340] #edtech
[68] learning
[60] #education
[54] #edchat
[42] students
[41] more
[35] join
[34] learn
[33] #elearning
[33] vault

Top Words in Tweet in G5:
[276] #edtech
[128] #ai
[103] #education
[82] #tech
[66] #highered
[62] education
[57] #iot
[56] #elearning
[55] #ar
[53] #vr

Top Words in Tweet in G6:
[128] #edtech
[81] edtechdemo
[53] join
[44] ty_goddard
[39] edtech
[36] educationgovuk
[31] schools
[29] #edtechweek2020
[28] panel
[26] sign

Top Words in Tweet in G7:
[97] co
[96] edtech
[90] founder
[65] gaganbiyani
[63] startup
[62] nmasc_
[60] wes_kao
[55] altmba
[53] udemy
[53] stealthy

Top Words in Tweet in G8:
[137] #edtech
[40] learning
[38] student
[37] classroom
[33] tcea
[33] virtual
[31] #edchat
[26] teachthought
[23] students
[23] lesson

Top Words in Tweet in G9:
[96] jessifer
[62] institution
[51] more
[49] proctoring
[49] those
[47] cancel
[47] contract
[47] redirect
[47] funds
[47] toward

Top Words in Tweet in G10:
[80] #edtech
[33] #highered
[25] learning
[24] education
[23] students
[19] currikistudio
[18] curriki
[17] bjfr
[17] transform
[17] #edutwitter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] #edtech,#edchat
[179] #edtech,#education
[156] #edchat,#edtech
[148] quick,tip
[144] #edtech,#edtechchat
[122] #education,#edtech
[119] learn,more
[116] oh,goodness
[116] goodness,use
[116] use,zoom

Top Word Pairs in Tweet in G1:
[54] public,investors
[54] investors,reprice
[54] ahead,hot
[53] reprice,edtech
[53] edtech,bets
[53] bets,ahead
[52] hot,startup
[52] startup,sector
[44] udemy,altmba
[44] altmba,co

Top Word Pairs in Tweet in G2:
[49] #edtech,#edchat
[36] #education,#edchat
[31] hybrid,learning
[30] awesome,students
[30] students,primarily
[30] primarily,access
[30] access,content
[30] content,class
[30] class,phone
[30] phone,use

Top Word Pairs in Tweet in G3:
[138] quick,tip
[104] oh,goodness
[104] goodness,use
[104] use,zoom
[104] zoom,check
[104] check,prezi
[104] prezi,integration
[104] integration,saw
[104] saw,looks
[104] looks,super

Top Word Pairs in Tweet in G4:
[27] #edtech,#education
[20] #edtech,#iloveedtech
[20] #edtechchat,#edchat
[19] #iloveedtech,#imfutureready
[18] #education,#edtechchat
[17] current,vault
[16] moodle,10
[16] vault,195
[16] 195,open
[16] open,vault

Top Word Pairs in Tweet in G5:
[40] #tech,#edtech
[33] #fintech,#ai
[32] #edtech,#education
[30] 24,industries
[30] industries,disrupted
[30] disrupted,#ai
[30] #ai,#insurtech
[30] #insurtech,#fintech
[30] #ai,#bigdata
[29] globaliqx,24

Top Word Pairs in Tweet in G6:
[34] edtechdemo,#edtech
[20] #edtech,educationgovuk
[20] edtechdemo,join
[17] #edtech,summit
[16] please,sign
[16] sign,#edtech
[16] summit,edtechdemo
[15] ty_goddard,please
[13] tea,chat
[13] 'accessible,#edtech

Top Word Pairs in Tweet in G7:
[87] co,founder
[53] edtech,stealthy
[52] altmba,co
[43] udemy,co
[43] founder,gaganbiyani
[43] gaganbiyani,altmba
[43] founder,wes_kao
[43] wes_kao,returning
[43] returning,edtech
[43] stealthy,startup

Top Word Pairs in Tweet in G8:
[22] principles,student
[22] student,engagement
[22] engagement,virtual
[22] virtual,classroom
[22] classroom,include
[22] include,learning
[22] learning,spaces
[22] spaces,lesson
[22] lesson,design
[22] design,equitable

Top Word Pairs in Tweet in G9:
[47] institution,cancel
[47] cancel,proctoring
[47] proctoring,contract
[47] contract,redirect
[47] redirect,those
[47] those,funds
[47] funds,toward
[47] toward,more
[47] more,effective
[47] effective,compassionate

Top Word Pairs in Tweet in G10:
[12] recommended,#failuretodisrupt
[12] #failuretodisrupt,technology
[12] technology,alone
[12] alone,transform
[12] transform,education
[12] education,bjfr
[11] cristobalcobo,recommended
[11] bjfr,harvard
[11] #highered,#edtech
[9] interactive,video

Top Replied-To
Top Replied-To in Entire Graph:
@lavergnenikki
@steph_edtech
@smoore_teach
@aluenterprise
@juandoming
@smcisd_edtech
@ty_goddard
@bobharrisonedu
@dchicapardo
@hlslanham

Top Replied-To in G1:

Top Replied-To in G2:
@lavergnenikki
@steph_edtech
@smoore_teach
@globalgeg
@gaetconf
@dietrichucation
@edtech_k12
@peardeck
@naomi_toland
@edtech_ology

Top Replied-To in G3:
@flipgrid
@hinkels_hangout

Top Replied-To in G4:
@michaelokaneedu
@google
@normornstein
@elearnfyi
@echidnagiving
@robinbcba
@austrade
@global_edtech
@annikapoutiaine

Top Replied-To in G5:
@kevinkelly0
@sharathsabraham
@tanbob
@gerald_bader
@riverside_hart
@terabytches3
@wef
@cerias

Top Replied-To in G6:
@ty_goddard
@bobharrisonedu
@paulhaigh
@missdcox
@rohanslaughter
@sandra18606200
@nickgibbuk
@vikkiliogier

Top Replied-To in G7:
@nmasc_
@gaganbiyani
@wes_kao

Top Replied-To in G8:
@mrsjennarodgers

Top Replied-To in G9:
@jessifer
@chrisalxva

Top Replied-To in G10:
@mweller
@alpha5marmoset

Top Mentioned
Top Mentioned in Entire Graph:
@jmattmiller
@mtholfsen
@jessifer
@edtechdemo
@edsurge
@rdene915
@googleforedu
@edtech_k12
@onenoteedu
@gaganbiyani

Top Mentioned in G1:
@theanswerpad
@2peasandadog
@edtechmusic
@geeklmk
@operoo_app
@uupacademy
@igniteseriousp
@lieberrian

Top Mentioned in G2:
@rdene915
@gaetconf
@edtech_k12
@googleforedu
@steph_edtech
@jakemillertech
@thriveinedu
@apsitjen
@bonniechelette
@globalgeg

Top Mentioned in G3:
@mtholfsen
@jmattmiller
@onenoteedu
@powerpoint
@paulinobrener
@seesaw
@asoundmindedu
@genially_en
@writereaderapp
@mseducationuk

Top Mentioned in G4:
@etr_in
@global_edtech
@moodle
@moodle_es
@tresipunt
@google
@appleedu
@idns_ltd
@wfryer
@theeconomist

Top Mentioned in G5:
@pawlowskimario
@eraser
@edtech_highered
@globaliqx
@shicooks
@mikequindazzi
@qin_jieyu
@julez_norton
@k12cybermap
@x

Top Mentioned in G6:
@edtechdemo
@ty_goddard
@educationgovuk
@bcot
@bcotd1g1tal
@neiljbeck
@e_t_foundation
@skycaves19
@lgfl
@vikkiliogier

Top Mentioned in G7:
@gaganbiyani
@nmasc_
@wes_kao
@techcrunch
@campuswire
@cbinsights
@firstround
@alex
@tadeoyerinde
@notionhq

Top Mentioned in G8:
@teachthought
@tcea
@shakeuplearning
@educre8ive
@hollyclarkedu
@ditchthattxtbk
@mindshiftkqed
@rmbyrne
@jgtechieteacher
@ideaillinois

Top Mentioned in G9:
@jessifer
@erinroseglass
@mckensiemack
@hypervisible
@charleswlogan
@k12cybermap
@donnalanclos
@hypothes_is
@ethicaledtech
@missioninvest

Top Mentioned in G10:
@bjfr
@curriki
@newlineideamax
@cristobalcobo
@harvard
@audreywatters
@kaplan_online
@digitaled
@gsiemens
@lizlosh

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dichristine
@jurylady5
@chidambara09
@cybersec_feeds
@latercera
@iam__network
@femtech_
@techl0g
@safaricomplc

Top Tweeters in G1:
@iam__network
@techl0g
@haccordingly
@geekinfonow
@dataaugmented
@thearticletrunk
@developersdojo
@bethanieah60
@rhotwire
@techjunkiejh

Top Tweeters in G2:
@cybersec_feeds
@lynch39083
@discoverself
@thr
@bar_zie
@mrtallerjerry
@flipgrid
@iamdrwill
@gmail
@fmfrancoise

Top Tweeters in G3:
@marypcbuk
@shellterrell
@starmediaguy
@izhamkhairu
@miraceljuanta
@teslex082016
@shukes69
@mrsdenyer
@rosepillay1
@office365

Top Tweeters in G4:
@mashable
@womencodersbot
@cbsnews
@theeconomist
@regamertron
@robotconsumer
@2morrowknight
@epuujee
@drahmadbazzi
@google

Top Tweeters in G5:
@sectest9
@chidambara09
@femtech_
@concourstwittos
@eraser
@cybersecurityn8
@nicochan33
@vivmilano
@shicooks
@windows

Top Tweeters in G6:
@ukedchat
@rondelle10_b
@tonyparkin
@feweek
@fenews
@mencap_charity
@lea_forest_aet
@raff31
@samtwiselton
@bobharrisonedu

Top Tweeters in G7:
@v_shakthi
@meemah_xo
@darrenculbreath
@academicchatter
@drferdowsi
@dpesho
@techcrunch
@ovigho
@frelancewkguide
@tegaphoenix

Top Tweeters in G8:
@forbes
@mzteachuh
@educationweek
@missdestructo
@shakeuplearning
@cecilia_bocking
@carrie_baughcum
@rmbyrne
@erik_youngman
@hallcleavon

Top Tweeters in G9:
@dichristine
@nshrubs
@cindyfsolomon
@saragoldrickrab
@jilliancyork
@maelorin
@susansternberg
@donnalanclos
@pmawhorter
@sorrykb

Top Tweeters in G10:
@jurylady5
@craigmaccormack
@elmorsa
@margymaclibrary
@hlc_education
@dailydooh
@uniruniversidad
@harvard
@mweller
@verenanz


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