onlinelearning, Twitter, 9/19/2020 6:37:10 AM, 235451


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onlinelearning_2020-09-18_21-03-36.xlsx
onlinelearning_2020-09-18_21-03-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2020
Short Description:
onlinelearning via NodeXL https://bit.ly/2ZLLQbB
@catlin_tucker
@markj_ohnson
@distancelrnbot
@global_edtech
@scalarhumanity
@tcea
@eraser
@jc_james_clark
@bar_zie
@sdemichele

Top hashtags:
#onlinelearning
#education
#elearning
#edtech
#distancelearning

Description:
Description
The graph represents a network of 13,225 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 Saturday, 19 September 2020 at 04:41 UTC.

The requested start date was Saturday, 19 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 12-day, 18-hour, 29-minute period from Sunday, 06 September 2020 at 05:30 UTC to Saturday, 19 September 2020 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 : 13225
Unique Edges : 7995
Edges With Duplicates : 22522
Total Edges : 30517
Number of Edge Types : 5
Mentions : 3613
Retweet : 8239
MentionsInRetweet : 10450
Tweet : 7952
Replies to : 263
Self-Loops : 8175
Reciprocated Vertex Pair Ratio : 0.032293986636971
Reciprocated Edge Ratio : 0.0625674217907228
Connected Components : 4255
Single-Vertex Connected Components : 2662
Maximum Vertices in a Connected Component : 4295
Maximum Edges in a Connected Component : 13535
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.056396
Graph Density : 6.89071940002539E-05
Modularity : 0.441867
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 13,225 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 Saturday, 19 September 2020 at 04:41 UTC.

The requested start date was Saturday, 19 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 18,000.

The tweets in the network were tweeted over the 12-day, 18-hour, 29-minute period from Sunday, 06 September 2020 at 05:30 UTC to Saturday, 19 September 2020 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 : 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:
[286] https://johannesdrooghaag.com/
[165] https://catlintucker.com/2020/08/engage-elementary-students-online/
[144] https://catlintucker.com/2020/09/udl-blended-learning-engagement/
[66] https://www.ipassio.com/tabla-basics-hindustani-classical-level-i/sourabh-goho
[58] https://cert.gov.sa/ar/awareness/onlinelearning/
[40] https://4e27306xcyvsu10v7m6oik0m31.hop.clickbank.net/
[35] https://languageartsclassroom.com/2020/07/digital-grammar-activities.html
[33] https://13c5atdo60qtn18yxjyfvtsi1f.hop.clickbank.net/
[30] https://1cc12o7t7a3ehg6926rjcj0xzm.hop.clickbank.net/
[28] https://www.youtube.com/watch?v=8pm-Xzgd1cI


Top URLs in Tweet in G1:
[26] http://people.uis.edu/rschr1/onlinelearning/
[12] https://vmukta.com:443/
[11] https://www.pbs.org/education/blog/15-lessons-learned-from-online-teaching?utm_source=GaggleAMP-Wiley%20Education%20Services&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=15-lessons-learned-from-online-teaching-pbs-education-httpg-2668439
[9] https://www.beautifuleducation.com/giveaways/
[8] https://www.gafta.com/Distance-Learning-Programme
[8] https://www.englishtuition.net/
[7] https://www.researchgate.net/publication/320542647_Interactive_Urdu_Braille_Learning_System_for_Parents_of_Visually_Impaired_Students
[7] https://thelanguagegarage.com/things-that-are-big/
[6] http://www.liveskills.in/?AspxAutoDetectCookieSupport=1
[6] http://djworksmusic.com/homeschool-music/

Top URLs in Tweet in G2:
[161] https://catlintucker.com/2020/08/engage-elementary-students-online/
[134] https://catlintucker.com/2020/09/udl-blended-learning-engagement/
[32] https://languageartsclassroom.com/2020/07/digital-grammar-activities.html
[16] https://catlintucker.com/2020/08/video-conferencing-establishing-routines-online/
[8] https://catlintucker.com/2020/08/asynchronous-vs-synchronous/
[4] https://www.teachthought.com/technology/remote-teaching-tips-for-student-engagement/
[3] https://catlintucker.com/2020/07/flipped-learning-flow-for-blended-or-online/
[3] https://blog.insynctraining.com/facilitation-tips-series-part-1-presence
[2] https://www.cultofpedagogy.com/9-ways-online-teaching/
[2] https://us02web.zoom.us/meeting/register/tZcrfuGspzsqG9DLpVNV6iHY6ljxVi3FGJb3

Top URLs in Tweet in G3:
[18] https://www.global-edtech.com/teaching-biology-using-augmented-reality/
[12] https://dangalante.me/2020/09/04/the-rise-of-the-learning-pod-how-covid-19-created-a-new-industry/
[10] https://www.global-edtech.com/how-to-prioritise-online-safety-during-remote-learning/
[9] https://www.youtube.com/watch?v=pPilasd14Jg&feature=youtu.be

[7] https://e-learning-teleformacion.blogspot.com/2020/08/vol-16-no-09-2020-international-journal.html
[7] https://www.coolcatteacher.com/successful-distance-learning-for-young-kids/?utm_campaign=coschedule&utm_source=twitter&utm_medium=coolcatteacher&utm_content=Successful
[7] Distance
[7] Learning
[7] for
[7] Young

Top URLs in Tweet in G4:
[7] https://www.youtube.com/watch?v=Bwt1jZ5HCJA&feature=youtu.be

[7] https://www.pblworks.org/technologies-we-remote-learning
[6] https://www.linkedin.com/pulse/do-end-course-evaluations-reflect-your-classroom-johnson/
[5] https://www.omnikenedu.com/
[5] https://www.pblworks.org/blog/why-pbl-best-online-instruction
[3] https://www.ringcentral.co.uk/blog/10-most-popular-online-courses-on-udemy/?BMID=BLOGNTWUK&CID=SOCIAL
[2] https://www.tarotnehanand.com/
[2] https://docs.google.com/forms/d/e/1FAIpQLSff9eLnMPs52RXiaTPC435eebpJSeB_Vk9uXGUl_DF2AOk-4g/viewform?usp=send_form
[2] https://youtu.be/Ahsza-uBQTE?utm_content=140133984&utm_medium=social&utm_source=twitter&hss_channel=tw-268212442
[2] https://pages.schoolbox.com.au/data-security-and-identity-within-cloud.html?utm_source=twitter&utm_medium=social&utm_campaign=blog-data-security-and-identity-in-the-cloud

Top URLs in Tweet in G5:
[285] https://johannesdrooghaag.com/
[8] https://www.forbes.com/sites/louiscolumbus/2020/09/16/educations-urgent-need-for-better-endpoint-security/#2ac9ffc62a6f
[6] https://mailchi.mp/abc934a21e94/adapting-to-even-more-of-our-life-online-750710
[6] https://www.global-edtech.com/how-to-prioritise-online-safety-during-remote-learning/
[6] https://www.infowebica.com/raspberry-pi-introduction-for-online-security/
[6] https://edurolearning.com/product/masterminded-kim-cofino/
[5] https://edurolearning.com/product/masterminded-sawsan-jaber/
[5] https://edurolearning.com/coach
[4] https://upvir.al/ref/zo47027517
[4] https://blog.education-ecosystem.com/why-you-should-learn-python-for-data-science/

Top URLs in Tweet in G6:
[8] https://www.youtube.com/channel/UCokpNf3-Li9a-9ZMprlvWxg
[6] https://www.gotraininglive.com/
[6] https://www.youtube.com/watch?v=iCqH7Loe_yQ&feature=youtu.be

[5] https://gotraininglive.com/
[5] https://forms.gle/rJtpHoKn1MghuCGT6
[4] https://digigrowhub.in/
[4] https://t.co/pxXAuLOjKH
[4] https://www.youtube.com/watch?v=XXaYPAkq5xI&feature=youtu.be

[3] https://www.youtube.com/watch?v=1tBNzVi0flE&feature=youtu.be

[3] https://www.youtube.com/watch?v=JXOlsLHlfc0&feature=youtu.be


Top URLs in Tweet in G7:
[6] https://blog.tcea.org/create-your-own-amazing-font/
[5] https://twitter.com/AprilRequard/status/1302459868079558658
[5] https://www.controlaltachieve.com/2020/04/see-students-meet.html
[2] https://blog.tcea.org/sel-practices-remote-classroom/
[2] https://languageartsclassroom.com/2020/07/digital-grammar-activities.html
[2] https://www.techlearning.com/news/best-free-trials-for-education
[2] https://www.techlearning.com/tl-advisor-blog/8
[2] https://er.educause.edu/blogs/2020/9/interesting-policy-reads-third-quarter-of-2020
[2] https://catlintucker.com/2020/09/udl-blended-learning-engagement/
[2] https://lostanddesperate.com/2020/09/15/what-grinds-my-gears-online-facilitation/

Top URLs in Tweet in G8:
[8] https://www.iste.org/explore/Professional-development/4-tips-for-creating-successful-online-content
[5] https://www.iste.org/explore/learning-during-covid-19/4-tips-teaching-tech-online-learning-edition
[3] https://www.edsurge.com/news/2020-08-14-burnout-is-coming-to-campus-are-college-leaders-ready?utm_campaign=site&utm_content=share-912
[2] https://conference.iste.org/2020/program/search/
[2] https://www.iste.org/explore/learning-during-covid-19/5-hacks-balance-teaching-and-self-care
[2] https://www.purdue.edu/newsroom/releases/2020/Q3/online,-personalized-learning-considered-the-future-for-education-in-wake-of-pandemic.html#.X1OPUkKHwSk.twitter
[2] https://er.educause.edu/articles/2020/8/making-bets-for-fall-two-important-trends
[2] https://www.kqed.org/mindshift/56220/why-deaf-students-need-access-to-asl-stories-during-distance-learning
[2] https://www.edsurge.com/news/2020-03-30-he-had-no-pants-on-10-awkward-human-moments-in-the-move-to-online-learning?utm_content=buffer837de&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2020-03-13-a-letter-to-educators-teaching-online-for-the-first-time?utm_content=buffer3eb74&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer

Top URLs in Tweet in G9:
[9] https://venngage.net/pl/nNHTw2cjmD4
[6] https://venngage.net/pl/UMYXwT3MTw
[4] https://us02web.zoom.us/webinar/register/WN_eFvJyXRrT12Re4mi5lZ9vg?utm_campaign=20200706-webinar-b2s-series&utm_source=twitter&utm_medium=social
[1] https://www.youtube.com/watch?v=TrcExS5QzQI&feature=youtu.be

[1] https://www.thestar.com/news/gta/2020/09/13/peel-board-delays-start-of-online-classes-after-thousands-make-last-minute-switch.html
[1] https://twitter.com/i/web/status/1304069943600660480
[1] https://twitter.com/jhengstler/status/1304080063353073664
[1] https://twitter.com/CP24/status/1303337777120129025
[1] https://www.youtube.com/watch?v=5QufMPkq_3c&feature=youtu.be

[1] https://twitter.com/Sflecce/status/1305592576448266245

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1306874646005002241
[1] https://blog.lingoda.com/en/the-best-exercises-to-learn-english?utm_source=twitter&utm_medium=social&utm_campaign=[en-en[english]]_blog-2020-09_educational-en[the-best-exercises-to-learn-english]
[1] https://blog.lingoda.com/en/become-an-expert-language-learner?utm_source=twitter&utm_medium=social&utm_campaign=[en-en[all]]_blog-2020-09_educational[become-an-expert-language-learner]
[1] https://blog.lingoda.com/en/differences-between-english-and-german-grammar?utm_source=twitter&utm_medium=social&utm_campaign=[en-en[english]]_blog-2020-09_educational-en[differences-between-english-and-german-grammar]
[1] https://www.pharostutors.com/details.php?coursenumber=481
[1] https://www.pharostutors.com/details.php?coursenumber=417
[1] https://twitter.com/i/web/status/1303829434831638536
[1] https://www.pharostutors.com/details.php?coursenumber=941

Top Domains
Top Domains in Tweet in Entire Graph:
[4369] twitter.com
[403] youtube.com
[343] catlintucker.com
[286] johannesdrooghaag.com
[157] google.com
[150] iammarketingmedia.com
[147] blogspot.com
[107] co.uk
[104] clickbank.net
[97] instagram.com

Top Domains in Tweet in G1:
[1680] twitter.com
[87] youtube.com
[64] instagram.com
[54] uis.edu
[53] co.uk
[36] linkedin.com
[35] google.com
[24] udemy.com
[23] paper.li
[16] facebook.com

Top Domains in Tweet in G2:
[325] catlintucker.com
[32] languageartsclassroom.com
[15] twitter.com
[4] teachthought.com
[3] edutopia.org
[3] studysync.com
[3] insynctraining.com
[2] cultofpedagogy.com
[2] google.com
[2] zoom.us

Top Domains in Tweet in G3:
[167] twitter.com
[105] blogspot.com
[35] youtube.com
[34] global-edtech.com
[12] dangalante.me
[10] tech-wonders.com
[10] stringquest.com
[8] k12prospects.com
[8] co.uk
[7] coolcatteacher.com

Top Domains in Tweet in G4:
[127] twitter.com
[17] pblworks.org
[12] dy.si
[11] youtube.com
[9] universityworldnews.com
[7] co.uk
[6] google.com
[6] linkedin.com
[6] bluewaterlearning.com
[5] omnikenedu.com

Top Domains in Tweet in G5:
[285] johannesdrooghaag.com
[59] twitter.com
[16] edurolearning.com
[9] kidstechworld.com
[8] forbes.com
[7] edureka.co
[6] mailchi.mp
[6] global-edtech.com
[6] infowebica.com
[4] upvir.al

Top Domains in Tweet in G6:
[114] youtube.com
[91] twitter.com
[51] nypl.org
[13] gotraininglive.com
[11] webnersolutions.com
[9] google.com
[8] voyagersopris.com
[7] lynda.com
[5] forms.gle
[4] digigrowhub.in

Top Domains in Tweet in G7:
[37] twitter.com
[8] tcea.org
[6] techlearning.com
[5] controlaltachieve.com
[4] educause.edu
[3] futurelearn.com
[3] pioneerinstitute.org
[3] catlintucker.com
[2] co.uk
[2] languageartsclassroom.com

Top Domains in Tweet in G8:
[42] twitter.com
[20] iste.org
[20] edsurge.com
[5] techcrunch.com
[3] linkedin.com
[3] districtadministration.com
[3] catlintucker.com
[3] hechingerreport.org
[2] paper.li
[2] insidehighered.com

Top Domains in Tweet in G9:
[17] twitter.com
[15] venngage.net
[4] zoom.us
[3] youtube.com
[1] thestar.com
[1] cbc.ca
[1] tomsguide.com
[1] ctvnews.ca
[1] languageartsclassroom.com
[1] kqed.org

Top Domains in Tweet in G10:
[3] lingoda.com
[3] pharostutors.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8963] onlinelearning
[1160] education
[929] elearning
[848] edtech
[609] distancelearning
[602] remotelearning
[546] learning
[470] blendedlearning
[384] onlineclasses
[379] backtoschool



Top Hashtags in Tweet in G1:
[2409] onlinelearning
[216] elearning
[212] education
[174] onlineclasses
[135] online
[121] learning
[114] distancelearning
[103] onlineclass
[89] remotelearning
[86] edtech

Top Hashtags in Tweet in G2:
[354] blendedlearning
[210] onlinelearning
[161] elemchat
[161] tosachat
[161] elementary
[134] udl
[127] distancelearning
[80] zoom
[79] googlemeet
[42] emergencysubplans

Top Hashtags in Tweet in G3:
[338] onlinelearning
[233] edtech
[164] elearning
[135] education
[62] highered
[53] remotelearning
[47] learning
[44] ai
[42] k12
[33] mlearning

Top Hashtags in Tweet in G4:
[240] onlinelearning
[132] distancelearning
[55] education
[54] edtech
[52] remotelearning
[38] elearning
[31] learning
[30] edchat
[21] teaching
[20] blendedlearning

Top Hashtags in Tweet in G5:
[285] leadership
[285] mindset
[285] leadershipdevelopment
[282] agile
[180] onlinelearning
[38] backtoschool
[37] cybersecurity
[32] education
[18] edtech
[18] datascience

Top Hashtags in Tweet in G6:
[309] onlinelearning
[59] claruswayofit
[59] itacademy
[56] education
[53] claruswayoflearning
[48] digitalresources
[47] programming
[44] microlearning
[44] ittrainingcenter
[41] computerliteracy

Top Hashtags in Tweet in G7:
[206] onlinelearning
[92] remotelearning
[82] edtech
[60] edutwitter
[14] sel
[11] edchat
[10] education
[10] highered
[7] txedtuesday
[7] blendedlearning

Top Hashtags in Tweet in G8:
[122] onlinelearning
[37] edtech
[33] education
[15] highered
[13] hybridlearning
[12] sustainabledevelopmentgoals
[10] edchat
[10] india
[9] virtuallearning
[9] startup

Top Hashtags in Tweet in G9:
[60] onlinelearning
[15] powerup
[15] mpjh
[13] canvaslms
[12] elearning
[10] gamechangers
[10] chromebooks
[8] unsafeseptember
[8] smallerissafer
[7] covid19

Top Hashtags in Tweet in G10:
[42] onlinelearning
[36] languages
[4] oldhandwriting
[4] genealogy
[3] professional
[3] genealogist
[3] richdad
[2] distancelearning
[1] topschools
[1] internationalschools

Top Words
Top Words in Tweet in Entire Graph:
[8963] #onlinelearning
[4006] online
[3060] learning
[1797] students
[1442] more
[1160] #education
[1100] learn
[929] #elearning
[922] courses
[914] course

Top Words in Tweet in G1:
[2408] #onlinelearning
[999] online
[691] learning
[341] more
[324] students
[274] learn
[242] day
[217] school
[216] #elearning
[212] #education

Top Words in Tweet in G2:
[588] catlin_tucker
[354] #blendedlearning
[333] online
[319] learning
[216] students
[210] #onlinelearning
[206] accessibility
[205] explore
[180] teaching
[169] strategies

Top Words in Tweet in G3:
[338] #onlinelearning
[233] #edtech
[198] online
[164] #elearning
[159] learning
[135] #education
[67] students
[62] #highered
[61] teaching
[58] digital

Top Words in Tweet in G4:
[240] #onlinelearning
[165] learning
[132] #distancelearning
[118] online
[71] students
[55] learn
[55] #education
[54] #edtech
[54] more
[52] #remotelearning

Top Words in Tweet in G5:
[299] lessons
[291] experts
[285] leadership
[285] #leadership
[285] #mindset
[285] #leadershipdevelopment
[282] #agile
[272] drjdrooghaag
[272] #bu
[180] #onlinelearning

Top Words in Tweet in G6:
[309] #onlinelearning
[127] learn
[102] youtube
[83] online
[82] class
[68] learning
[61] free
[59] #claruswayofit
[59] #itacademy
[56] #education

Top Words in Tweet in G7:
[206] #onlinelearning
[94] online
[92] #remotelearning
[82] #edtech
[80] tcea
[73] students
[63] more
[61] education
[60] #edutwitter
[58] during

Top Words in Tweet in G8:
[122] #onlinelearning
[53] iste
[51] learning
[49] online
[39] more
[37] #edtech
[33] #education
[32] learn
[26] tips
[26] teaching

Top Words in Tweet in G9:
[60] #onlinelearning
[46] canvaslms
[17] online
[17] teachers
[17] course
[17] school
[16] kraekerc
[15] powering
[15] cool
[15] things

Top Words in Tweet in G10:
[133] lingoda
[127] language
[77] english
[63] german
[42] #onlinelearning
[40] skills
[38] tips
[38] make
[37] start
[37] learning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[874] online,learning
[293] read,more
[287] leadership,lessons
[286] lessons,experts
[286] experts,#leadership
[286] #leadership,#mindset
[286] #mindset,#leadershipdevelopment
[283] #leadershipdevelopment,#agile
[277] #education,#onlinelearning
[273] drjdrooghaag,leadership

Top Word Pairs in Tweet in G1:
[280] online,learning
[73] #onlineclasses,#onlinelearning
[55] #education,#onlinelearning
[50] learning,day
[47] online,classes
[45] national,online
[43] learn,more
[42] #onlinelearning,#onlineclasses
[39] online,courses
[39] online,course

Top Word Pairs in Tweet in G2:
[161] 10,strategies
[161] strategies,designed
[161] designed,engage
[161] engage,elementary
[161] elementary,students
[161] students,online
[161] online,#elemchat
[161] #elemchat,#tosachat
[161] #tosachat,#elementary
[160] catlin_tucker,10

Top Word Pairs in Tweet in G3:
[44] online,learning
[37] #education,#edtech
[36] #edtech,#elearning
[32] international,journal
[32] journal,online
[31] online,biomedical
[31] engineering,ijoe
[30] biomedical,engineering
[29] #elearning,#onlinelearning
[29] #elearning,#mlearning

Top Word Pairs in Tweet in G4:
[43] online,learning
[33] #distancelearning,#onlinelearning
[27] #education,#onlinelearning
[22] #elearning,#education
[22] #onlinelearning,#distancelearning
[22] distance,learning
[22] #onlinelearning,#remotelearning
[18] remote,learning
[17] #onlinelearning,#learning
[15] reflection,key

Top Word Pairs in Tweet in G5:
[285] leadership,lessons
[285] lessons,experts
[285] experts,#leadership
[285] #leadership,#mindset
[285] #mindset,#leadershipdevelopment
[282] #leadershipdevelopment,#agile
[272] drjdrooghaag,leadership
[272] #agile,#bu
[52] machine,learning
[34] online,learning

Top Word Pairs in Tweet in G6:
[53] #claruswayoflearning,#claruswayofit
[46] #onlinelearning,#digitalresources
[38] #microlearning,#claruswayoflearning
[35] #itacademy,#onlinelearning
[32] #onlinelearning,#ittrainingcenter
[25] virtual,class
[22] #libraryresources,#computerliteracy
[22] #claruswayofit,#onlinelearning
[22] #onlinelearning,#itacademy
[20] #javaprogrammer,#javaprogramming

Top Word Pairs in Tweet in G7:
[75] #remotelearning,#onlinelearning
[59] #onlinelearning,#edtech
[53] maximize,teacher
[53] teacher,presence
[53] presence,during
[53] during,remote
[53] remote,instruction
[53] instruction,#remotelearning
[53] #edtech,#edutwitter
[51] tcea,maximize

Top Word Pairs in Tweet in G8:
[16] online,learning
[16] learn,more
[14] four,tips
[12] being,home
[12] home,provides
[12] provides,more
[12] more,opportunities
[12] opportunities,practice
[12] practice,engage
[12] engage,#sustainabledevelopmentgoals

Top Word Pairs in Tweet in G9:
[15] powering,canvaslms
[15] canvaslms,course
[15] course,cool
[15] cool,things
[13] slsjordan,powering
[11] canvaslms,#canvaslms
[11] #canvaslms,pro
[11] pro,tips
[11] tips,online
[11] online,teachers

Top Word Pairs in Tweet in G10:
[61] lingoda,english
[37] start,learning
[37] learning,language
[37] language,good
[37] good,intentions
[37] intentions,make
[37] make,stick
[37] stick,tips
[37] tips,solidify
[36] #languages,#onlinelearning

Top Replied-To
Top Replied-To in Entire Graph:
@teslaberrybot
@abc
@washingtonpost
@drrpnishank
@karenraycosta
@realdonaldtrump
@olctoday
@catlin_tucker
@aishongkong
@unrealengine

Top Replied-To in G1:
@arenacbe123
@reflectingn
@igkschool
@contactnorth

Top Replied-To in G2:
@elmagazine
@catlin_tucker

Top Replied-To in G3:
@odem_io
@jcorippo
@ufh1916
@uopx

Top Replied-To in G4:
@isa_gonmir
@mamaservices
@mmejendouglas
@regspeaksmath
@jasonw_it
@girlyhurley16
@anda19
@microsoftteams
@gigalime
@steamcultivator

Top Replied-To in G5:
@olctoday
@stressfreekids
@victorvirtual
@learnbci

Top Replied-To in G6:
@rkt_dallas

Top Replied-To in G7:
@futurelearn
@oneheglobal

Top Replied-To in G8:
@byjus
@amitashwinpatel
@p_mcclure
@mirrorflytweets
@unacademy

Top Replied-To in G9:
@canvaslms
@elearningdaveuk
@tweetie_bird
@aintnosatchmo
@mrslyonslibrary
@kraekerc
@cassanoral
@bonitaedu
@jlay02
@larryferlazzo

Top Mentioned
Top Mentioned in Entire Graph:
@catlin_tucker
@drjdrooghaag
@lingoda
@drgauravgarg4
@sdemichele
@iamaiforum
@youtube
@unrealengine
@reimagine_2020
@upgrad_edu

Top Mentioned in G1:
@digitaldistrib1
@estream_studios
@khaleejmag
@cjaz_consulting
@language_scoop
@howiwouldteach
@relnetworkltd
@evidyaindia
@natakallam

Top Mentioned in G2:
@catlin_tucker
@sdemichele
@historysandoval
@etownscience
@degroote44
@studysync
@drescotet
@dunfordteach
@bookcreatorapp
@gcouros

Top Mentioned in G3:
@eraser
@flipgrid
@global_edtech
@torreytrust
@jcorippo
@buddyxo
@dfishersdsu
@annapedagogy
@prosunjoyi
@adl_education

Top Mentioned in G4:
@kristylathrop
@ringcentraluk
@pblworks
@zoom_us
@educatoral
@microsoftteams
@pusdattendance
@pasadenaunified
@uniworldnews
@stempunksau

Top Mentioned in G5:
@drjdrooghaag
@yourdatateacher
@suescheff
@digskillup
@surabhi26854442
@thehackersnews
@wideopenschool
@midhunvijay05
@simonewfxl
@wfxl

Top Mentioned in G6:
@youtube
@nypl
@wsocialc
@realcolinmac
@nypltechconnect
@asd_academy
@gotrainingl
@codetoinspire
@vibtechghana
@nycfuture

Top Mentioned in G7:
@tcea
@neilmosley5
@futurelearn
@catlin_tucker
@christenseninst
@ou_wels
@drbruceellis
@ericcurts
@samsunguk
@techlearning

Top Mentioned in G8:
@iste
@edsurge
@unacademy
@sdg_academy
@byjus
@meghanmbiro
@teachlikeaninja
@prosunjoyi
@techcrunch
@tuincubator

Top Mentioned in G9:
@canvaslms
@kraekerc
@slsjordan
@dominicslauson
@sumerbrez
@kariharding9
@dcadieux5
@danrosenbergnet

Top Mentioned in G10:
@lingoda
@juja_prep
@pharostutors
@stmresearch
@familytreemaguk
@cummingspfh
@kevinsvips

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@sjb6991
@edinburghwatch
@threadreaderapp
@quibellpaul
@claudosky
@raymond_norman
@chidambara09
@serioustom1
@cybersec_feeds

Top Tweeters in G1:
@everythingvrt
@nippynews
@nancyrubin
@ilovebooks786
@estream_studios
@wyffnews4
@primesiteuk
@attachmentmumma
@madhyamam
@manoramaonline

Top Tweeters in G2:
@herbsistah
@iamdrwill
@flairforstyle
@mdrechsler
@shellterrell
@elizawallace27
@terriah01
@allevin18
@mjudana
@gr8wheels

Top Tweeters in G3:
@chidambara09
@thomasclone
@eraser
@craybo23
@ssxman2
@dataaugmented
@openmarketingtv
@flipgrid
@maperez324
@tamraraven

Top Tweeters in G4:
@nytimes
@riyadhalrifai
@londonnetworker
@nytopinion
@educationweek
@shakeuplearning
@lenovo
@pnagovph
@renay48937
@getting_smart

Top Tweeters in G5:
@sectest9
@cybersec_feeds
@100xcode
@cybersecurityn8
@vivmilano
@stressfreekids
@dariosailor86
@womencodersbot
@vesperuk
@hubofml

Top Tweeters in G6:
@aaroncuddeback
@malliardreport
@codernotesbot
@xaelbot
@taieb_bot
@codedailybot
@unilagolodo
@johnapp63499667
@learn__together
@llnuxbot

Top Tweeters in G7:
@cultureyyc
@justusnatuhwera
@robfmac
@nogbad
@tweetinchar
@tarafarah7
@bali_maha
@ericstoller
@catspyjamasnz
@samsunguk

Top Tweeters in G8:
@v_shakthi
@valaafshar
@gezgintrk
@donaldndoro
@onang_pribadi
@meghanmbiro
@shellykramer
@techcrunch
@npr
@ipfconline1

Top Tweeters in G9:
@larryferlazzo
@shiftparadigm
@html_css_bot
@normsworld
@theagenda
@fortpapalia
@jdouglaslittle
@sarahdateechur
@ampincivero
@jhengstler

Top Tweeters in G10:
@claudosky
@quintero_funes
@ysa__o
@ramiro150402
@pelopez1
@pimmaiden
@bernelarry
@kwame_agyei
@mrwaqasakram
@hina__rang