onlinelearning, Twitter, 12/4/2020 12:35:43 AM, 242637


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onlinelearning_2020-12-03_01-25-41.xlsx
onlinelearning_2020-12-03_01-25-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 04, 2020
Short Description:
onlinelearning via NodeXL https://bit.ly/2JyMVyy
@catlin_tucker
@distancelrnbot
@markj_ohnson
@fmfrancoise
@neilmosley5
@eraser
@scalarhumanity
@lingoda
@youtube
@education_24x7

Top hashtags:
#onlinelearning
#education
#elearning
#edtech
#learning
#school

Description:
Description
The graph represents a network of 11,092 Twitter users whose tweets in the requested range contained "onlinelearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 03 December 2020 at 10:10 UTC.

The requested start date was Thursday, 03 December 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 20-day, 2-hour, 20-minute period from Thursday, 12 November 2020 at 22:40 UTC to Thursday, 03 December 2020 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 : 11092
Unique Edges : 6385
Edges With Duplicates : 21723
Total Edges : 28108
Number of Edge Types : 5
Tweet : 9262
Mentions : 3476
MentionsInRetweet : 8209
Retweet : 6905
Replies to : 256
Self-Loops : 9483
Reciprocated Vertex Pair Ratio : 0.0359484265734266
Reciprocated Edge Ratio : 0.0694019618183736
Connected Components : 3788
Single-Vertex Connected Components : 2425
Maximum Vertices in a Connected Component : 3795
Maximum Edges in a Connected Component : 14093
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.099376
Graph Density : 7.70679097937552E-05
Modularity : 0.382025
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 11,092 Twitter users whose tweets in the requested range contained "onlinelearning", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 03 December 2020 at 10:10 UTC.

The requested start date was Thursday, 03 December 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 20-day, 2-hour, 20-minute period from Thursday, 12 November 2020 at 22:40 UTC to Thursday, 03 December 2020 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 : onlinelearning
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:
[184] https://catlintucker.com/2020/09/online-learning-thinking-routines/
[40] https://catlintucker.com/2020/10/synchronous-online-discussions/
[35] https://www.openculture.com/freeonlinecourses
[34] https://www.instagram.com/accounts/login/
[32] in
[32] -
[29] https://www.npcindia.gov.in/NPC/Uploads/webinar/Reservation
[29] services126226.pdf
[28] https://www.npcindia.gov.in/NPC/Uploads/webinar/Establishment
[28] Rules

Top URLs in Tweet in G1:
[27] https://www.instagram.com/accounts/login/
[13] https://thelanguagegarage.com/%d1%87%d0%b5%d0%bc-%d1%82%d1%8b-%d0%b7%d0%b0%d0%bd%d0%b8%d0%bc%d0%b0%d0%b5%d1%88%d1%8c%d1%81%d1%8f-what-do-you-do-talking-about-jobs-and-work-in-russian/
[11] https://thelanguagegarage.com/%d0%b4%d0%b0%d0%b2%d0%b0%d0%b9%d1%82%d0%b5-%d0%bf%d0%be%d1%81%d0%bc%d0%be%d1%82%d1%80%d0%b8%d0%bc-%d1%84%d0%b8%d0%bb%d1%8c%d0%bc-lets-see-a-movie-all-things-movies-in-russian/
[10] https://www.thehindu.com/news/national/indians-fear-pandemic-will-deepen-inequalities-among-students-survey/article32339300.ece
[8] https://fastfutures.avadolearning.com/?utm_source=Trinnovo&utm_medium=Employer&utm_campaign=FFApplication&utm_content=C2
[8] https://www.business-standard.com/article/current-affairs/nep-to-make-education-accessible-ensure-quality-affordability-javadekar-120081301924_1.html
[7] https://www.ecampusnews.com/2020/11/05/tech-and-professional-development-are-key-to-remote-learning-success/2/?utm_source=GaggleAMP-Wiley%20Education%20Services&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=tech-and-pd-are-key-to-remote-learning-success-page-2-of-2-e-2769300
[7] https://www.unrealengine.com/en-US/onlinelearning-courses
[7] https://www.newindianexpress.com/nation/2020/jul/23/private-schools-stop-online-classes-after-gujarat-governments-no-fee-order-2173716.html
[7] https://yourstory.com/2020/08/toppr-vedantu-campk12-edtech-startups-coding-kids-nep

Top URLs in Tweet in G2:
[180] https://catlintucker.com/2020/09/online-learning-thinking-routines/
[35] https://catlintucker.com/2020/10/synchronous-online-discussions/
[24] https://catlintucker.com/2020/11/flip-flop-design-for-concurrent-classroom/
[8] https://catlintucker.com/2020/11/virtual-social-learning-spaces/
[4] https://edu.gcfglobal.org/en/topics/
[2] https://www.edumatchpublishing.com/post/tips-for-navigating-hybrid-learning
[2] https://catlintucker.com/2020/08/asynchronous-vs-synchronous/
[2] https://learningaccelerator.org/knowledge-networks-tools-for-innovative-learning#11285
[2] https://catlintucker.com/2020/07/flipped-learning-flow-for-blended-or-online/
[1] https://www.studysync.com/blog/create-collaborative-online-research-activities-with-building-background-activities

Top URLs in Tweet in G3:
[20] https://johannesdrooghaag.com/
[13] https://e-learning-teleformacion.blogspot.com/2020/01/applying-artificial-intelligence.html
[7] http://www.trainingmagnetwork.com/welcome/webinar%20archive?gref=tmn-tw
[6] https://go.thetambellinigroup.com/hyflex-byeflex-rethinking-the-way-forward
[4] https://www.k12prospects.com/LP/How-Your-K12-Email-Marketing-Content-Affects-Deliverability/How-Your-K12-Email-Marketing-Content-Affects-Deliverability.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=how-your-k12-email-marketing-content-affects-deliverability&utm_content=textlink
[4] https://link.medium.com/lpVF2kwtnbb
[4] https://flipped.gaiusnetworks.com/platforms/
[3] https://dataworkout.com/
[3] https://www.newindianexpress.com/states/odisha/2020/aug/02/engineering-students-provide-free-virtual-tution-to-school-children-in-odisha-2178062.html
[3] https://www.forbes.com/sites/juliabrodsky/2020/11/12/why-children-need-to-learn-about-artificial-intelligence/

Top URLs in Tweet in G4:
[18] https://www.fiverr.com/share/KwGPg8
[10] https://blog.education-ecosystem.com/request-a-custom-project-on-education-ecosystem/
[10] https://e-learning-teleformacion.blogspot.com/2020/01/applying-artificial-intelligence.html
[8] https://www.youtube.com/watch?v=SiYms7UXMmU&feature=youtu.be

[6] https://www.gotraininglive.com/
[5] https://www.fiverr.com/182106075?gig_id=182106075&utm_campaign=base_gig_show_share&utm_content=&utm_medium=shared&utm_source=mobile&utm_term=
[5] https://www.linkedin.com/posts/michael-kabugo-0a2b405_check-this-out-on-linkedin-learning-i-have-activity-6737642530998886401-o6Wn
[5] https://www.fiverr.com/176858297?gig_id=176858297&utm_campaign=base_gig_show_share&utm_content=&utm_medium=shared&utm_source=mobile&utm_term=
[5] https://pr0ggeek.blogspot.com/2020/11/mega-digital-marketing-course-z-12.html
[4] https://elpythonista.com/listas-python

Top URLs in Tweet in G5:
[2] https://www.edutopia.org/article/7-high-impact-evidence-based-tips-online-teaching
[2] https://catlintucker.com/2020/09/online-learning-thinking-routines/
[2] https://catlintucker.com/2020/10/synchronous-online-discussions/
[2] https://epicearn.com/link/courserious/?ref=2996
[2] https://mackin.com/
[2] https://www.mackin.com/hq/distance-learning-essentials/
[2] https://educatoral.wordpress.com/2020/11/29/sharing-diigo-links-and-resources-weekly-143/
[2] https://educatoral.wordpress.com/2020/11/15/sharing-diigo-links-and-resources-weekly-141/
[2] https://educatoral.wordpress.com/2020/11/22/sharing-diigo-links-and-resources-weekly-142/
[1] https://events.r20.constantcontact.com/register/eventReg?oeidk=a07eheld24f6d1671f1&oseq=&c=&ch=

Top URLs in Tweet in G6:
[6] https://www.youtube.com/watch?v=byBtmj2LbZc&feature=youtu.be

[3] https://www.youtube.com/watch?v=1sOGy1wPZPE&feature=youtu.be

[3] https://www.youtube.com/watch?v=svM3iCLoOio&feature=youtu.be

[2] https://www.youtube.com/watch?v=X8XvX_at3Vs&feature=youtu.be

[2] https://www.youtube.com/watch?v=OvGGZisKKr4&feature=youtu.be

[1] https://twitter.com/i/web/status/1332625666093830144
[1] https://twitter.com/i/web/status/1328609597670699008
[1] https://www.bestusmletutor.com
[1] https://twitter.com/tonyvincent/status/1333032966990258178
[1] https://twitter.com/i/web/status/1328912160043331584

Top URLs in Tweet in G7:
[2] https://poorvucenter.yale.edu/7-Tips-for-Online-Learning
[2] https://youtu.be/4K9kWNznQ4I
[2] https://catlintucker.com/2020/10/synchronous-online-discussions/
[2] https://www.ecampusnews.com/2020/04/09/keep-calm-and-learn-online-10-tips-for-a-great-online-class/?all&utm_campaign=Thought
[2] Leadership&utm_content=147151269&utm_medium=social&utm_source=twitter&hss_channel=tw-34668858
[2] https://www.captechu.edu/blog/3-proven-tips-college-advisor-instructional-designer
[1] https://www.iste.org/explore/5-engaging-ideas-online-learning-and-person-too
[1] https://www.iste.org/explore/10-tips-getting-most-out-virtual-pd-event?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[1] https://www.iste.org/explore/classroom/its-time-re-evaluate-k-12-assessments?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[1] https://theconversation.com/in-a-world-of-digital-bystanders-the-challenge-is-for-all-of-us-to-design-engaging-online-education-147195

Top URLs in Tweet in G9:
[5] https://www.edcircuit.com/s1e1-crisis-schooling-vs-online-education/?utm_campaign=s1e1-crisis-schooling-vs-online-education&utm_medium=social_link&utm_source=missinglettr-twitter
[4] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/ff808181633d9bd7016344fdd5e62bc6?cid=8a99821c75dba63f0175dc1842470d1a&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[3] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8a9983716b89e778016b8c10993027eb?cid=8a99821c75dba63f0175dc1842470d1a&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8a99839f6c705e70016c71b4b9483e12?cid=8a99821c75dba63f0175dc1842470d1a&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8a99836168b814070168b8d042bf22f2?cid=8a99821c75dba63f0175dc1842470d1a&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8a9982de6aa5acfa016ab0d489bb5632?cid=8a99821c75dba63f0175dc1842470d1a&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/8a1934f05436bb7001543875fb321e72?cid=8a99821c75dba63f0175dc1842470d1a&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[2] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/ff8081816048d47901605a8f00181158?cid=8a9983f975e177330175e475beb03ca6&url=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fcalumchace%2F2020%2F10%2F29%2Fthe-impact-of-artificial-intelligence-on-education%2F
[2] https://blog.iammarketingmedia.com/to-help-close-digital-divide-for-nearly-17-million-students-att-offers-discounted-wireless-data-plans-with-free-wi-fi-hotspots-and-makes-10-million-commitment-to-help-underserved-communities/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] https://blog.iammarketingmedia.com/wacom-presents-connected-ink-2020-a-global-24-hour-hybrid-online-offline-event-bringing-together-art-technology-stationery-and-education-to-embrace-the-idea-of-creative-chaos/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter

Top URLs in Tweet in G10:
[1] https://program.greatlearning.in/newbeginning/

Top Domains
Top Domains in Tweet in Entire Graph:
[3733] twitter.com
[408] iammarketingmedia.com
[395] youtube.com
[304] catlintucker.com
[272] thelanguagegarage.com
[257] blogspot.com
[179] co.uk
[153] google.com
[135] neolms.com
[129] linkedin.com

Top Domains in Tweet in G1:
[1385] twitter.com
[154] thelanguagegarage.com
[79] co.uk
[77] youtube.com
[57] google.com
[51] myhobbycourses.com
[47] linkedin.com
[34] educatorstechnology.com
[31] instagram.com
[31] ziftsolutions.com

Top Domains in Tweet in G2:
[281] catlintucker.com
[23] twitter.com
[4] gcfglobal.org
[4] learningaccelerator.org
[4] paper.li
[3] youtube.com
[2] studysync.com
[2] edumatchpublishing.com
[1] wacom.com
[1] simplecast.com

Top Domains in Tweet in G3:
[284] twitter.com
[198] blogspot.com
[127] neolms.com
[121] matrixlms.com
[51] medium.com
[51] johannesdrooghaag.com
[35] global-edtech.com
[26] k12prospects.com
[19] youtube.com
[14] yourstory.com

Top Domains in Tweet in G4:
[185] twitter.com
[83] nypl.org
[69] youtube.com
[42] thelanguagegarage.com
[39] google.com
[38] fiverr.com
[25] blogspot.com
[19] education-ecosystem.com
[19] linkedin.com
[18] elpythonista.com

Top Domains in Tweet in G5:
[129] twitter.com
[16] wordpress.com
[11] linkedin.com
[10] youtube.com
[10] apple.com
[8] mackin.com
[8] vlearn.tech
[8] robotlab.com
[7] softwaredevelopersindia.com
[7] edutopia.org

Top Domains in Tweet in G6:
[27] twitter.com
[24] youtube.com
[2] medium.com
[2] g.page
[2] bestusmletutor.com
[1] universityaffairs.ca
[1] campustechnology.com
[1] edsurge.com
[1] insendi.com
[1] christytuckerlearning.com

Top Domains in Tweet in G7:
[52] twitter.com
[26] ecampusnews.com
[16] echo360.com
[15] iste.org
[10] campustechnology.com
[9] edsurge.com
[7] facultyfocus.com
[6] youtube.com
[6] captechu.edu
[4] yale.edu

Top Domains in Tweet in G8:
[3] twitter.com
[2] lingoda.com

Top Domains in Tweet in G9:
[408] iammarketingmedia.com
[199] twitter.com
[19] ziftsolutions.com
[16] ac.uk
[8] facebook.com
[6] livelearning.io
[6] essayjack.com
[5] mailchi.mp
[5] edcircuit.com
[4] oal.lu

Top Domains in Tweet in G10:
[4] greatlearning.in
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10023] onlinelearning
[1734] education
[1375] elearning
[1321] edtech
[956] learning
[577] school
[533] distancelearning
[515] onlineclasses
[511] digitallearning
[497] remotelearning



Top Hashtags in Tweet in G1:
[3146] onlinelearning
[382] education
[341] elearning
[216] onlineclasses
[203] learning
[197] edtech
[196] eduwarrior
[170] languages
[143] languagelearning
[127] byjus

Top Hashtags in Tweet in G2:
[318] onlinelearning
[184] thinkingroutines
[63] blendedlearning
[42] edchat
[38] discussion
[35] ell
[31] remotelearning
[21] hybridlearning
[11] edtech
[9] teaching

Top Hashtags in Tweet in G3:
[850] onlinelearning
[537] edtech
[415] elearning
[299] education
[101] mlearning
[95] employeetraining
[92] ai
[79] educación
[76] adultlearners
[74] remotelearning

Top Hashtags in Tweet in G4:
[539] onlinelearning
[148] python
[129] datascience
[120] udemy
[88] 100daysofcode
[84] udemycoupon
[84] udemycourses
[84] onlinecourses
[83] udemycourse
[83] udemyfree

Top Hashtags in Tweet in G5:
[371] onlinelearning
[241] distancelearning
[154] elearning
[149] edtech
[142] education
[101] remotelearning
[98] learning
[77] online
[72] edchat
[66] school

Top Hashtags in Tweet in G6:
[66] onlinelearning
[24] llbhealthy
[13] neuromyths
[12] highered
[10] learning
[9] edtech
[9] elearning
[8] usmle
[7] online
[7] knowledgeispower

Top Hashtags in Tweet in G7:
[155] onlinelearning
[68] highered
[23] edchat
[22] edtech
[22] hybridlearning
[18] remotelearning
[18] iste20
[12] education
[8] elearning
[7] onlineclasses

Top Hashtags in Tweet in G8:
[101] onlinelearning
[100] languages
[9] german
[1] blackfriday
[1] edtech
[1] technology

Top Hashtags in Tweet in G9:
[546] onlinelearning
[403] education
[353] continuingeducation
[343] school
[339] digitallearning
[338] learning
[316] edutech
[316] highereducation
[316] media
[315] lifelonglearning

Top Hashtags in Tweet in G10:
[90] greatlearning
[90] powerahead
[10] onlinelearning
[5] edtech
[5] technology
[4] onlineeducation
[4] newbeginning
[3] gl
[3] careercounselling
[1] onlinecourses

Top Words
Top Words in Tweet in Entire Graph:
[10021] #onlinelearning
[4274] online
[3398] learning
[1963] more
[1734] #education
[1546] students
[1389] learn
[1375] #elearning
[1321] #edtech
[1026] free

Top Words in Tweet in G1:
[3145] #onlinelearning
[1032] online
[647] learning
[498] more
[382] #education
[341] #elearning
[330] students
[282] learn
[237] courses
[234] free

Top Words in Tweet in G2:
[609] catlin_tucker
[574] online
[318] #onlinelearning
[305] learning
[190] student
[188] support
[184] #thinkingroutines
[183] engagement
[183] powerful
[183] thinking

Top Words in Tweet in G3:
[850] #onlinelearning
[537] #edtech
[415] #elearning
[391] learning
[323] online
[299] #education
[134] eraser
[101] #mlearning
[98] teaching
[95] #employeetraining

Top Words in Tweet in G4:
[539] #onlinelearning
[236] learn
[196] learning
[191] online
[162] course
[148] #python
[129] #datascience
[126] #udemy
[114] more
[107] free

Top Words in Tweet in G5:
[371] #onlinelearning
[241] #distancelearning
[154] #elearning
[149] #edtech
[148] learning
[142] #education
[106] online
[101] #remotelearning
[98] #learning
[78] #online

Top Words in Tweet in G6:
[179] neilmosley5
[95] online
[81] learning
[70] students
[66] #onlinelearning
[59] feedback
[46] heart
[42] found
[42] #
[41] design

Top Words in Tweet in G7:
[155] #onlinelearning
[127] learning
[113] online
[76] iste
[68] #highered
[67] students
[42] remote
[38] best
[37] educators
[31] more

Top Words in Tweet in G8:
[216] lingoda
[117] english
[101] #onlinelearning
[100] #languages
[86] yes
[86] weird
[86] understood
[86] tough
[86] thorough
[86] thought

Top Words in Tweet in G9:
[546] #onlinelearning
[495] more
[463] read
[403] #education
[353] #continuingeducation
[343] #school
[339] #digitallearning
[338] #learning
[316] #edutech
[316] #highereducation

Top Words in Tweet in G10:
[176] great_learning
[90] #greatlearning
[90] #powerahead
[88] great
[88] learning
[87] racing
[87] goals
[87] easer
[87] upskill
[86] #onlineeducati

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1027] online,learning
[554] read,more
[354] more,#continuingeducation
[352] #onlinelearning,#school
[338] #digitallearning,#education
[327] #continuingeducation,#digitallearning
[318] #education,#edutech
[315] #elearning,#onlinelearning
[315] #edutech,#highereducation
[315] #highereducation,#learning

Top Word Pairs in Tweet in G1:
[235] online,learning
[119] #languages,#languagelearning
[112] #languagelearning,#onlinelearning
[107] #onlinelearning,#elearning
[98] thank,#eduwarrior
[98] #eduwarrior,#eduwarrior
[98] #eduwarrior,#storyofeduwarrior
[98] #storyofeduwarrior,#makingonlineeducationaccessible
[98] #makingonlineeducationaccessible,#edutorapp
[98] #edutorapp,#onlinelearning

Top Word Pairs in Tweet in G2:
[189] online,learning
[184] #thinkingroutines,#onlinelearning
[183] support,online
[183] learning,powerful
[183] powerful,thinking
[183] thinking,routines
[183] routines,#thinkingroutines
[182] catlin_tucker,support
[182] #onlinelearning,#blend
[180] student,engagement

Top Word Pairs in Tweet in G3:
[142] #edtech,#onlinelearning
[114] #elearning,#edtech
[108] #onlinelearning,#education
[105] online,learning
[95] #onlinelearning,#employeetraining
[91] #employeetraining,#edtech
[76] #edtech,#adultlearners
[67] #elearning,#mlearning
[67] international,journal
[66] #elearning,#onlinelearning

Top Word Pairs in Tweet in G4:
[83] #udemycourse,#udemyfree
[83] #udemyfree,#udemycoupon
[80] #onlinelearning,#digitalresources
[80] #udemy,#udemycourse
[70] #udemycoupon,#udemycoupons
[70] #udemycoupons,#udemycourses
[62] #udemycourses,#onlinecourses
[50] #datascience,#artificialintelligence
[50] #artificialintelligence,#100daysofcode
[50] #100daysofcode,#bigdata

Top Word Pairs in Tweet in G5:
[79] #elearning,#education
[79] #education,#onlinelearning
[64] #onlinelearning,#learning
[56] #edtech,#online
[43] #distancelearning,#onlinelearning
[42] #online,#distancelearning
[35] #onlinelearning,#distancelearning
[33] #learning,#edtech
[33] #virtuallearning,#onlinelearning
[32] #edchat,#edtech

Top Word Pairs in Tweet in G6:
[40] learning,design
[38] design,complex
[38] complex,multiple
[38] multiple,factors
[38] factors,perspectives
[38] perspectives,consider
[38] consider,heart
[36] neilmosley5,learning
[36] heart,#
[33] faculty,compelled

Top Word Pairs in Tweet in G7:
[37] online,learning
[29] #highered,#onlinelearning
[20] ecampus,news
[19] hybrid,learning
[18] remote,learning
[17] remote,hybrid
[16] #onlinelearning,#hybridlearning
[15] covid,19
[15] nearly,school
[15] school,around

Top Word Pairs in Tweet in G8:
[91] #languages,#onlinelearning
[86] yes,english
[86] english,weird
[86] weird,understood
[86] understood,tough
[86] tough,thorough
[86] thorough,thought
[86] thought,#languages
[85] lingoda,yes
[27] don,miss

Top Word Pairs in Tweet in G9:
[458] read,more
[353] more,#continuingeducation
[327] #continuingeducation,#digitallearning
[324] #digitallearning,#education
[316] #education,#edutech
[315] #edutech,#highereducation
[315] #highereducation,#learning
[315] #learning,#lifelonglearning
[315] #lifelonglearning,#media
[315] #media,#onlinelearning

Top Word Pairs in Tweet in G10:
[88] great,learning
[87] racing,goals
[87] goals,easer
[87] easer,upskill
[87] upskill,great
[87] learning,#greatlearning
[87] #greatlearning,#powerahead
[86] great_learning,racing
[86] #powerahead,#onlineeducati
[69] everyone,loves

Top Replied-To
Top Replied-To in Entire Graph:
@karl_lauterbach
@dhahi_khalfan
@hannah_natanson
@markus__lanz
@whitehatsnr
@etmasterclass
@timeshighered
@tessmaths
@teszelszky
@forbes

Top Replied-To in G1:
@arenacbe123
@gospacewatchuk
@qtonline1
@tradetipstamil
@britcham_kh

Top Replied-To in G3:
@whitehatsnr
@forbes
@itisprashanth
@nasscomr
@sansinstitute
@victorvirtual
@harpercollege
@coursera
@bellanaija
@umichonline

Top Replied-To in G4:
@contactnorth
@xy5z89
@moskowitzeva
@setupget
@getaudacity
@c_w_m_o
@krienkesteven
@fianna_saoirse
@heuteshow
@mangolanguages

Top Replied-To in G5:
@zoom_us
@mtutorworld
@olatheschools
@edutopia
@harmonize42
@youkiterada

Top Replied-To in G6:
@neilmosley5
@juandoming

Top Replied-To in G7:
@campuswire
@interactive_ts
@iste
@sacap

Top Replied-To in G9:
@vtvlcjeff
@laurenhug
@studyucem

Top Mentioned
Top Mentioned in Entire Graph:
@catlin_tucker
@neilmosley5
@lingoda
@great_learning
@eraser
@nypl
@aryansarath
@iste
@parishkarw
@superblearn

Top Mentioned in G1:
@envirodo
@ietrainings
@garygenard
@ailsaforshaw
@dayarvsvau
@sagewolfsong
@enginstructor1
@stuartgranger10
@cjaz_consulting
@wow_labs

Top Mentioned in G2:
@catlin_tucker
@buddyxo
@enact_academy
@kayuoit
@mann4edu
@gcflearnfree
@learningaccel
@gscsnews
@wacom
@karenraycosta

Top Mentioned in G3:
@eraser
@global_edtech
@drjdrooghaag
@k12prospects
@neolms
@grahamstanley
@gargamit100
@upsidelearning
@ammienoot
@vtfoundation

Top Mentioned in G4:
@nypl
@youtube
@cmloiacono
@tut_ml
@udemy
@nycfuture
@nycgov
@nycdoitt
@nypltechconnect
@eduecosystem1

Top Mentioned in G5:
@educatoral
@pblworks
@kristylathrop
@thegogobrothers
@catlin_tucker
@uopeople
@win_win_now
@kids_podar
@nec_education
@treonn_learning

Top Mentioned in G6:
@neilmosley5
@healthy_learn
@arushimanners
@sebuitendijk
@_rsvenson
@harvard
@laspauconnect
@bestusmletutor
@studgenie

Top Mentioned in G7:
@iste
@edsurge
@ecampusnews
@rec54
@echo360
@educatoralex
@elearnindustry
@catlin_tucker
@captechu
@facultyfocus

Top Mentioned in G8:
@lingoda
@capitalmagazin
@great_learning
@connectcoai

Top Mentioned in G9:
@parents4support
@tillieelvrum
@iam__network
@studyucem
@futureof_school
@ktdigital
@co_cyberfams
@sengcenter
@amyvalentine555
@thedlc

Top Mentioned in G10:
@great_learning
@connectcoai
@lingoda

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@tesco
@sectest9
@knewz_currently
@jurylady5
@current_knewz
@cowboyscifibot
@alhanda
@bridgittelesley
@edinburghwatch

Top Tweeters in G1:
@drpatfarrell
@estream_studios
@primesiteuk
@kevinlockett
@fmtoday
@realnerdjunkie
@ailsaforshaw
@jojanneke
@660news
@theliz13

Top Tweeters in G2:
@tmikamouse
@wildwillow65
@algierslady
@silentseawolf
@iamdrwill
@shannonmmiller
@zuzueznl
@grammasheri
@archiebunker19
@lillygrillzit

Top Tweeters in G3:
@sectest9
@chidambara09
@cybersec_feeds
@w_angels_wings
@ottlegalrebels
@eraser
@fintechna
@cybersecurityn8
@calcaware
@the_mastermovie

Top Tweeters in G4:
@airtel_presence
@aaroncuddeback
@femtech_
@xaelbot
@codernotesbot
@codedailybot
@codegnuts
@llnuxbot
@nlognbot
@bexxmodd

Top Tweeters in G5:
@jonscrazytweets
@slackhq
@academicchatter
@billyarnie
@kathleerowlands
@3drenderbot
@_arrivealive
@theanimedreamer
@teacher2teacher
@ennomnom

Top Tweeters in G6:
@juandoming
@caring_mobile
@notrealdemocrat
@teachertoolkit
@pmawhorter
@nneerajdj
@mededbot
@markedeschaine
@tweetinchar
@elmformacion

Top Tweeters in G7:
@danzadanceorg
@bar_zie
@topcybernews
@conversationuk
@evansmith2
@bikercomic
@edsurge
@drgeorge_mu
@thenerdyteacher
@thartman2u

Top Tweeters in G8:
@5fec93919a544d3
@amuraovonn
@kcs39194
@irapeda
@brujomentiroso
@chhumayunrt
@victoria_victo3
@gadiooumoul
@lkafle
@taexxq_

Top Tweeters in G9:
@iam__network
@santchiweb
@tess_blue815
@jamesjava
@johnapp63499667
@ssxman2
@financialtimes
@npr
@gangstamovement
@natashareid95

Top Tweeters in G10:
@das_sharu
@sharu_das
@arjunbi07945851
@kanishkasaini12
@mepiyush_
@drkprajak1
@rajkuma13558227
@ramjanm57891305
@rahulve74423149
@gurpree11418057


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