onlinelearning, Twitter, 3/17/2020 3:43:58 PM, 223094


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onlinelearning_2020-03-16_21-31-40.xlsx
onlinelearning_2020-03-16_21-31-40.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 17, 2020
Short Description:
onlinelearning via NodeXL http://bit.ly/3b0CThJ
@catlin_tucker
@zoom_us
@markj_ohnson
@kathleen_morris
@iste
@bar_zie
@dreambox_learn
@wab_live
@seesaw
@karenraycosta

Top hashtags:
#onlinelearning
#covid19
#coronavirus
#remotelearning
#edtech
#distancelearning

Description:
Description
The graph represents a network of 15,206 Twitter users whose recent tweets contained "onlinelearning", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 17 March 2020 at 09:48 UTC.

The tweets in the network were tweeted over the 5-day, 20-hour, 8-minute period from Wednesday, 11 March 2020 at 08:31 UTC to Tuesday, 17 March 2020 at 04:40 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 : 15206
Unique Edges : 19090
Edges With Duplicates : 4702
Total Edges : 23792
Number of Edge Types : 5
MentionsInRetweet : 7222
Tweet : 4524
Retweet : 7654
Mentions : 3867
Replies to : 525
Self-Loops : 4677
Reciprocated Vertex Pair Ratio : 0.00960768614891913
Reciprocated Edge Ratio : 0.0190325138778747
Connected Components : 2812
Single-Vertex Connected Components : 1657
Maximum Vertices in a Connected Component : 8992
Maximum Edges in a Connected Component : 16172
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.214624
Graph Density : 7.6355743719606E-05
Modularity : 0.738888
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 15,206 Twitter users whose recent tweets contained "onlinelearning", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 17 March 2020 at 09:48 UTC.

The tweets in the network were tweeted over the 5-day, 20-hour, 8-minute period from Wednesday, 11 March 2020 at 08:31 UTC to Tuesday, 17 March 2020 at 04:40 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 : TwitterSearch
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:
[63] https://www.iste.org/explore/10-strategies-online-learning-during-coronavirus-outbreak
[57] https://www.dropbox.com/s/08k6hpgvi787u76/Digitales_Lernen_und_Onlineunterricht.pdf?dl=0
[49] https://www.eventbrite.com/e/product-validation-through-productization-webinar-registration-91900622235
[45] https://smarthistory.org/
[44] https://www.deferrers.com/ebooks
[37] http://www.tylerisd.org/onlinelearning
[28] https://wakelet.com/wake/414f7487-4660-4e31-9e90-b3194e111bbe
[20] http://NYDLA.org
[19] http://people.uis.edu/rschr1/onlinelearning/
[18] https://docs.google.com/forms/d/e/1FAIpQLSdQVsEbHqtbx4NyZskHiEPoK8N7NOodrULvg6BRCw0eehoywQ/viewform?usp=sf_link

Top URLs in Tweet in G1:
[19] http://people.uis.edu/rschr1/onlinelearning/
[7] https://vignetteslearning.com/vignettes/lxt.php
[5] https://learningforquality.org/
[5] https://www.lmscheckout.com/
[4] https://www.edutopia.org/article/what-teachers-china-have-learned-past-month
[4] https://www.linkedin.com/feed/update/urn:li:activity:6644627365899063296
[4] https://educatoral.com/wordpress/2020/03/15/school-closure-planning/
[4] https://event.on24.com/wcc/r/2209871/655502FE7189E59FB7CDD75F99214261?partnerref=smalias
[4] https://www.acui.org/onlinelearning
[4] https://myinteriordesign.school/

Top URLs in Tweet in G2:
[17] https://wakelet.com/wake/414f7487-4660-4e31-9e90-b3194e111bbe
[13] https://www.youtube.com/watch?v=5yKqxK24Ca4&feature=youtu.be

[13] https://www.iss.edu/community/online-learning?utm_content=120855537&utm_medium=social&utm_source=twitter&hss_channel=tw-202598184
[6] https://docs.google.com/document/d/16qBcFxFCkqKHMLMoCRIk2HZ7UhdkKOWsxOb-g6llbIY/edit?usp=sharing
[5] https://docs.google.com/document/d/1qddylcmFRG3DJw890Q5cvHbDogEK_VbPaM7N-VsQFK0/edit#heading=h.uhwjbdc035qy
[5] http://langwitches.org/blog/2020/03/11/remotelearning-its-happening/
[5] https://mailchi.mp/3fbc74d319ba/educators-well-being-during-the-covid-19-outbreak
[5] https://twitter.com/DataDrivenHenry
[5] https://globalonlineacademy.org/what-we-do/educator-courses/designing-for-online-learning
[4] https://twitter.com/watnunu/status/1238161256885800960

Top URLs in Tweet in G3:
[49] https://www.iste.org/explore/10-strategies-online-learning-during-coronavirus-outbreak
[13] https://www.youtube.com/watch?v=xd0OpDwqiIM

[7] https://studentprivacy.ed.gov/sites/default/files/resource_document/file/FERPA%20and%20Coronavirus%20Frequently%20Asked%20Questions_0.pdf
[6] https://www.edsurge.com/news/2020-03-10-how-do-you-teach-art-music-and-pe-online-in-china-they-re-figuring-it-out?utm_content=bufferbbc0e&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[5] https://www.nytimes.com/2020/03/13/us/virtual-learning-challenges.html
[5] https://www.ft.com/content/bae2a4b2-5fa1-11ea-b0ab-339c2307bcd4?segmentid=acee4131-99c2-09d3-a635-873e61754ec6
[4] https://www.fool.com/investing/2020/03/14/zoom-is-helping-schools-closing-due-coronavirus-fo.aspx
[3] https://er.educause.edu/blogs/2020/3/students-readiness-to-adopt-fully-online-learning
[3] https://www.youtube.com/watch?v=1GFW0suRa2o&feature=youtu.be

[3] https://www.commonsense.org/education/top-picks/virtual-field-trip-apps-and-websites

Top URLs in Tweet in G4:
[9] https://catlintucker.com/2020/03/designing-an-online-lesson/
[4] https://blogs.cmich.edu/edtech/2020/03/13/more-than-moving-online-critical-and-creative-teaching-in-response-to-the-covid-19-crisis/
[2] https://wakelet.com/wake/414f7487-4660-4e31-9e90-b3194e111bbe
[2] https://www.iste.org/explore/10-strategies-online-learning-during-coronavirus-outbreak
[1] https://linclearning.com/category/resources/
[1] https://www.friedtechnology.com/post/teaching-online
[1] https://kowusu.com/blog/online-teaching-and-learning-my-experience
[1] https://www.globaltechcouncil.org/data-science/certified-data-science-developer/?utm_source=seo&utm_medium=backlink&utm_campaign=kashishbacklink
[1] https://www.globaltechcouncil.org/instructor-led-training/certified-artificial-intelligence-ai-expert-instructor-led-training/?utm_source=bookmarking&utm_medium=12/03/2020&utm_campaign=GTC%20Off%20Page
[1] https://www.globaltechcouncil.org/cyber-security/best-cybersecurity-interview-question-you-should-know/?utm_source=Bookmarking&utm_medium=16/03/2020&utm_campaign=GTC%20Off%20Page

Top URLs in Tweet in G5:
[13] http://shoutout.wix.com/so/87N3MqoM6
[11] https://zoom.us/
[11] https://wakelet.com/i/invite?code=d8d107b
[7] https://www.timeshighereducation.com/features/will-coronavirus-make-online-education-go-viral?utm_campaign=Contingency%20Planning&utm_content=121134147&utm_medium=social&utm_source=twitter&hss_channel=tw-34668858
[6] https://lthechat.com/
[5] https://www.timeshighereducation.com/features/will-coronavirus-make-online-education-go-viral
[4] https://blogs.odem.io/working-and-learning-in-the-age-of-digital-disruption?utm_campaign=Social%20media%20Blog%20posts&utm_content=119925364&utm_medium=social&utm_source=twitter&hss_channel=tw-909744016291397632
[3] https://aru.ac.uk/anglia-learning-and-teaching/cpd-opportunities/events/upcoming-events
[3] https://echo360.com/blog-making-smarter-choices-during-a-crisis/
[3] https://gla-my.sharepoint.com/:w:/g/personal/nathalie_sheridan_glasgow_ac_uk/EWIdqlCDcFxBsuuJ4zqjjGEBi81sazpEQlH6VRphGptkPw?e=UiWpIe

Top URLs in Tweet in G6:
[11] https://zoom.us/webinar/register/7615839670928/WN_r4s8hvSDQz2A1zkvda_uqg
[10] https://e-learning-teleformacion.blogspot.com/2019/11/what-is-education-5-big-mistakes-in.html
[10] https://www.techlearning.com/news/top-25-learning-tools-for-when-school-is-closed
[9] https://edtechmagazine.com/higher/article/2019/12/smart-city-and-campus-partnerships-advance-internet-things-perfcon?utm_source=dlvr.it&utm_medium=twitter
[9] https://www.eschoolnews.com/2020/01/02/multimedia-learning-tools-classrooms/?utm_source=dlvr.it&utm_medium=twitter
[8] https://www.lbq.org/
[8] https://www.shiftelearning.com/blog/make-elearning-courses-relevant?utm_source=dlvr.it&utm_medium=twitter
[8] https://edtechmagazine.com/higher/article/2020/01/3-factors-consider-developing-your-college-esports-program?utm_source=dlvr.it&utm_medium=twitter
[8] https://blog.kadenze.com/student-life/why-imagination-is-the-key-to-brain-boosting/?utm_source=dlvr.it&utm_medium=twitter
[7] https://faithedtech.org/2020/03/14/bas

Top URLs in Tweet in G7:
[12] https://infograph.venngage.com/pl/hBAa4GXy2XQ
[10] https://barbihoneycutt.lpages.co/lecture-breakers-podcast-landing-page/
[7] https://www.onlinelecturetoolkit.com/types-of-video
[4] https://www.youtube.com/watch?v=blsG3K1E6gk&feature=youtu.be

[4] https://drive.google.com/file/d/1Fw-o5dvyrs3wgTkyIqcczTbRdW12V3mC/view?usp=drivesdk
[3] https://www.facultyfocus.com/articles/online-education/youre-asking-the-wrong-question/
[3] https://www.academicexperts.org/conf/site/2020/papers/56172/?c=3404
[3] http://www.careercollegecentral.com/from-the-magazine/the-deteriorating-mental-health-of-u-s-college-students-part-i/
[3] http://www.meridiancc.edu/library/
[2] https://docs.google.com/document/d/1XZv1XZDXNLKinK-MSjkjhskucrShQVujA8BRGf5KGHI/edit?usp=sharing

Top URLs in Tweet in G8:
[40] https://www.deferrers.com/ebooks
[12] https://www.linkedin.com/pulse/online-learning-digital-strategies-help-school-closures-greg-hughes
[8] https://washyourlyrics.com/
[7] https://makecode.com/blog/teams/teams-assignments
[6] https://www.linkedin.com/pulse/covid2020-remote-schooling-trauma-informed-teaching-mark
[4] http://anchor.fm/open-door
[4] https://www.coolcatteacher.com/how-to-learn-in-an-online-classroom-student-tutorial/
[4] https://www.pdsttechnologyineducation.ie/en/Technology/OnlineLearning
[3] https://anchor.fm/remotelearningnow
[2] https://twitter.com/ri_chambers/status/1238325457935716355

Top URLs in Tweet in G9:
[4] https://www.dreambox.com/at-home
[2] https://twitter.com/davidwees/status/1238537638446915586
[1] https://www.gale.com/covid19support/form/ebooks-coronavirus-and-global-pandemics-collection
[1] https://campustechnology.com/articles/2020/03/16/free-and-discounted-ed-tech-tools-for-online-learning-during-the-coronavirus-pandemic.aspx?admgarea=news
[1] https://www.edsurge.com/research/guides/navigating-uncertain-times-how-schools-can-cope-with-coronavirus
[1] https://www.socialsciencespace.com/2020/03/instantly-shifting-classes-online-is-not-trivial/?utm_source=twitter&utm_medium=SAGE_social&utm_content=sage_methods&utm_term=b2166f87-724c-4b80-a221-cd13a8fe2bef
[1] https://twitter.com/gulf_news/status/1237749531187560455
[1] https://twitter.com/SAGE_News/status/1239672857589952517
[1] https://www.gettingsmart.com/2020/03/competency-tracking-tools-are-overdue/
[1] https://www.gettingsmart.com/2020/03/the-learning-must-go-on/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Getting_Smart&utm_content=The%20Learning%20Must%20Go%20On

Top URLs in Tweet in G10:
[8] https://elpais.com/elpais/2020/03/02/escuelas_en_red/1583177554_932772.html
[5] https://tutor.com/
[4] https://www.ahml.info/onlinelearning
[3] https://www.theedublogger.com/teaching-online-school-closures/
[3] https://www.youtube.com/user/ArtforKidsHub
[3] https://edtechreview.in/trends-insights/trends/2885-how-is-artificial-intelligence-shaping-elearning
[2] https://twitter.com/edublogs/status/1239067319579496449
[2] https://twitter.com/kemanners1/status/1238651424851935232
[2] https://www.mlobrien.com/corona-means-that-its-time-to-make-lemonade/
[2] https://docs.google.com/document/d/1SvIdgTx9djKO6SjyvPDsoGlkgE3iExmi3qh2KRRku_w/

Top Domains
Top Domains in Tweet in Entire Graph:
[1323] twitter.com
[257] youtube.com
[244] google.com
[121] linkedin.com
[64] iste.org
[59] instagram.com
[59] blogspot.com
[59] dropbox.com
[51] eventbrite.com
[51] co.uk

Top Domains in Tweet in G1:
[336] twitter.com
[53] youtube.com
[42] linkedin.com
[39] uis.edu
[38] google.com
[33] instagram.com
[24] co.uk
[16] facebook.com
[16] blogspot.com
[12] educatorstechnology.com

Top Domains in Tweet in G2:
[153] twitter.com
[34] youtube.com
[27] google.com
[23] wakelet.com
[15] iss.edu
[6] seesaw.me
[6] coetail.com
[6] linkedin.com
[5] langwitches.org
[5] mailchi.mp

Top Domains in Tweet in G3:
[50] iste.org
[32] twitter.com
[20] edsurge.com
[20] youtube.com
[8] google.com
[7] ed.gov
[5] nytimes.com
[5] bit.ly
[5] ft.com
[4] educause.edu

Top Domains in Tweet in G4:
[9] catlintucker.com
[4] cmich.edu
[4] twitter.com
[3] globaltechcouncil.org
[2] wakelet.com
[2] iste.org
[1] linclearning.com
[1] friedtechnology.com
[1] kowusu.com
[1] lifehacker.com

Top Domains in Tweet in G5:
[87] twitter.com
[14] timeshighereducation.com
[13] wix.com
[12] zoom.us
[12] wakelet.com
[10] ac.uk
[9] youtube.com
[9] echo360.com
[6] lthechat.com
[6] sharepoint.com

Top Domains in Tweet in G6:
[33] twitter.com
[29] blogspot.com
[18] edtechmagazine.com
[18] google.com
[18] youtube.com
[14] techlearning.com
[13] k12prospects.com
[12] zoom.us
[11] kadenze.com
[10] faithedtech.org

Top Domains in Tweet in G7:
[47] twitter.com
[16] google.com
[14] venngage.com
[14] onlinelearningconsortium.org
[10] lpages.co
[7] onlinelecturetoolkit.com
[6] zoom.us
[6] youtube.com
[5] panopto.com
[4] educationdive.com

Top Domains in Tweet in G8:
[40] deferrers.com
[30] linkedin.com
[26] twitter.com
[8] washyourlyrics.com
[7] makecode.com
[7] anchor.fm
[4] coolcatteacher.com
[4] pdsttechnologyineducation.ie
[3] englishuk.com
[2] travelandleisure.com

Top Domains in Tweet in G9:
[4] twitter.com
[4] dreambox.com
[3] gettingsmart.com
[2] socialsciencespace.com
[1] gale.com
[1] campustechnology.com
[1] edsurge.com
[1] mindresearch.org

Top Domains in Tweet in G10:
[15] twitter.com
[8] elpais.com
[8] edtechreview.in
[6] explaineverything.com
[5] youtube.com
[5] tutor.com
[4] theedublogger.com
[4] ahml.info
[3] google.com
[2] wakelet.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[9137] onlinelearning
[1465] covid19
[1130] coronavirus
[723] remotelearning
[714] edtech
[666] distancelearning
[635] elearning
[597] online
[501] education
[496] covidー19



Top Hashtags in Tweet in G1:
[1958] onlinelearning
[229] covid19
[199] coronavirus
[138] education
[119] elearning
[118] distancelearning
[116] onlineteaching
[109] edtech
[97] remotelearning
[74] online

Top Hashtags in Tweet in G2:
[880] onlinelearning
[162] covid19
[131] coronavirus
[113] distancelearning
[98] edtech
[91] remotelearning
[87] schoolclosures
[73] virtualschool
[71] elearning
[58] edchat

Top Hashtags in Tweet in G3:
[386] onlinelearning
[126] covid19
[79] coronavirus
[60] educators
[55] distancelearning
[43] edtech
[28] remotelearning
[23] studentprivacy
[18] apbio
[17] apbiology

Top Hashtags in Tweet in G4:
[250] online
[43] onlinelearning
[12] edchat
[11] schools
[10] teachers
[10] districts
[10] edtech
[9] education
[8] distancelearning
[4] lrnchat

Top Hashtags in Tweet in G5:
[377] onlinelearning
[131] lthechat
[56] covid19
[40] edtech
[39] coronavirus
[26] onlinepivot
[23] covidー19
[18] highered
[17] distancelearning
[15] remotelearning

Top Hashtags in Tweet in G6:
[295] onlinelearning
[127] elearning
[110] edtech
[71] education
[49] mooc
[49] highered
[42] coronavirus
[36] k12
[31] mtbos
[29] covid19

Top Hashtags in Tweet in G7:
[365] onlinelearning
[95] highered
[51] remotelearning
[48] covid19
[26] edtech
[22] dailydiscussiontip
[22] onlineteaching
[20] teachingcontinuity
[20] discussion
[19] instructionaldesign

Top Hashtags in Tweet in G8:
[169] onlinelearning
[30] remotelearning
[30] covid19
[21] cognitaway
[18] coronavirus
[17] covidー19
[15] elearning
[12] sel
[11] stamfordhk
[11] onlineteaching

Top Hashtags in Tweet in G9:
[22] onlinelearning
[16] stmath
[11] elearning
[10] edtech
[7] covid19
[3] schoolclosures
[2] coronavirus
[2] onlineteaching
[2] onlineclasses
[2] education

Top Hashtags in Tweet in G10:
[215] schoolclosures
[168] covidー19
[117] onlinelearning
[28] covid19
[22] education
[20] edtech
[13] remotelearning
[13] tips
[13] tricks
[11] teachers

Top Words
Top Words in Tweet in Entire Graph:
[19983] Words in Sentiment List#1: Positive
[4580] Words in Sentiment List#2: Negative
[26] Words in Sentiment List#3: Angry/Violent
[498953] Non-categorized Words
[523521] Total Words
[17860] #onlinelearning
[7311] online
[4286] learning
[3041] students
[2952] #covid19

Top Words in Tweet in G1:
[1973] #onlinelearning
[742] online
[402] learning
[230] #covid19
[225] students
[199] #coronavirus
[160] more
[149] free
[139] #education
[138] help

Top Words in Tweet in G2:
[1794] #onlinelearning
[615] learning
[385] #remotelearning
[375] #edtech
[366] online
[349] #covid19
[313] resources
[296] #coronavirus
[261] ready
[243] home

Top Words in Tweet in G3:
[793] #onlinelearning
[354] learning
[258] help
[239] iste
[239] during
[214] distance
[204] teachers
[203] online
[198] #remotelearning
[186] #covid19

Top Words in Tweet in G4:
[599] #onlinelearning
[412] #edchat
[359] create
[359] engaging
[359] videos
[316] school
[312] closures
[287] online
[280] students
[252] covid

Top Words in Tweet in G5:
[796] #onlinelearning
[267] online
[243] #lthechat
[130] learning
[100] people
[99] teaching
[93] advice
[88] #covid19
[87] students
[83] face

Top Words in Tweet in G6:
[681] #onlinelearning
[286] online
[280] #edtech
[180] learning
[145] #elearning
[145] free
[141] students
[124] #education
[118] learn
[109] #mtbos

Top Words in Tweet in G7:
[604] #onlinelearning
[281] online
[157] #highered
[118] students
[113] #remotelearning
[85] courses
[80] faculty
[78] help
[78] #covid19
[69] canvaslms

Top Words in Tweet in G8:
[380] #onlinelearning
[118] students
[109] online
[91] teachers
[90] learning
[79] support
[77] #edtech
[62] student
[60] #edchat
[58] free

Top Words in Tweet in G9:
[552] dreambox
[543] re
[329] #onlinelearning
[298] school
[295] learning
[292] #elearning
[291] #edtech
[287] #covid19
[286] free
[286] keep

Top Words in Tweet in G10:
[378] #onlinelearning
[289] online
[234] school
[231] #schoolclosures
[224] #edtech
[198] teaching
[191] due
[190] guide
[188] plan
[188] closure

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1200] online,learning
[724] online,teaching
[688] #remotelearning,#onlinelearning
[646] #onlinelearning,#edtech
[640] covid,19
[606] teaching,online
[596] school,closures
[564] #onlinelearning,#distancelearning
[537] #elearning,#onlinelearning
[510] distance,learning

Top Word Pairs in Tweet in G1:
[139] online,learning
[62] #onlinelearning,#onlineteaching
[55] #onlinelearning,#distancelearning
[45] #covid19,#onlinelearning
[43] online,classes
[42] #education,#onlinelearning
[41] covid,19
[40] #onlinelearning,#elearning
[36] #onlinelearning,#covid19
[35] #onlinelearning,#onlineclasses

Top Word Pairs in Tweet in G2:
[230] #remotelearning,#onlinelearning
[179] home,learning
[131] launch,home
[116] learning,#remotelearning
[114] online,learning
[103] session,beginners
[103] beginners,ready
[103] ready,start
[103] start,basics
[103] basics,walk

Top Word Pairs in Tweet in G3:
[210] distance,learning
[173] #remotelearning,#onlinelearning
[161] google,meet
[160] teachers,learn
[160] learn,use
[160] use,google
[160] meet,during
[160] during,distance
[160] learning,class
[160] class,discussions

Top Word Pairs in Tweet in G4:
[312] school,closures
[252] covid,19
[248] 19,educators
[248] educators,worried
[248] worried,preparing
[248] preparing,school
[248] closures,learn
[248] learn,create
[248] create,engaging
[248] engaging,#online

Top Word Pairs in Tweet in G5:
[121] #lthechat,#onlinelearning
[60] online,learning
[58] doing,work
[51] #onlinelearning,#lthechat
[41] face,face
[35] online,teaching
[33] join,#onlinelearning
[33] transitioning,assessments
[32] anyone,currently
[32] currently,considering

Top Word Pairs in Tweet in G6:
[73] #edtech,#onlinelearning
[61] #onlinelearning,#mtbos
[56] #mtbos,masonmathed
[52] #onlinelearning,#edtech
[50] offering,free
[49] online,learning
[47] online,instruction
[43] professional,development
[42] #mooc,#onlinelearning
[42] online,lessons

Top Word Pairs in Tweet in G7:
[101] #highered,#onlinelearning
[61] #onlinelearning,#remotelearning
[45] courses,online
[37] #powerup,#trainertips
[37] #trainertips,#kisdtechbingo
[37] #kisdtechbingo,#onlinelearning
[37] #onlinelearning,#canvaslms
[37] #canvaslms,#mpjh
[37] #mpjh,#kisdsecmath
[37] #kisdsecmath,#kisd

Top Word Pairs in Tweet in G8:
[43] online,learning
[42] #edtech,#onlinelearning
[41] students,use
[40] free,digital
[40] digital,books
[40] books,students
[40] use,ipad
[40] ipad,iphone
[40] iphone,go
[40] go,download

Top Word Pairs in Tweet in G9:
[285] #elearning,#onlinelearning
[283] #edtech,#elearning
[282] dreambox,math
[271] uncertain,times
[271] #covid19,#coronavirus
[270] math,support
[270] support,learners
[270] learners,communities
[270] communities,during
[270] during,uncertain

Top Word Pairs in Tweet in G10:
[191] teaching,online
[190] online,due
[188] guide,teaching
[188] school,closure
[187] mega,guide
[187] due,#schoolclosures
[173] #onlinelearning,#edtech
[170] find,helpful
[165] helpful,#onlinelearning
[164] hit,publish

Top Replied-To
Top Replied-To in Entire Graph:
@karlyb
@zoom_us
@teacher2teacher
@edulwdt
@beauwoods
@chronicle
@bobmuscarella
@chapatisd
@vcrodrigues_uea
@arneduncan

Top Replied-To in G2:
@karlyb
@zoom_us
@edulwdt
@buncee
@teachsdgs
@edpuzzle
@edchateu
@agarrett1212
@aishongkong
@kahoot

Top Replied-To in G3:
@heritagehistor1
@bjfr
@edtechteam
@crowdmark
@peardeck
@kishonnagray
@mamavalveeta03
@karenatashab
@evergreenrams
@arnetttom

Top Replied-To in G5:
@profsallybrown
@lthechat
@vcrodrigues_uea
@srowett
@edinburghuni
@tjoosten
@cnnmoneych
@vhmdale
@drjogrady
@fonolog

Top Replied-To in G6:
@constatively
@getkahoot
@desmos
@schoology
@mrspowelltweets
@crossons
@googleforedu
@janesaid6
@galeemea

Top Replied-To in G7:
@chronicle
@id_ernet
@canvasjblm
@auburnu
@drbouchey
@keantower
@jointempest
@alanon_wso
@jennydavis67
@uofmaryland

Top Replied-To in G8:
@stjohnscentral1
@stamfordhk
@techmrhenderson
@jakobesben
@oxfordedmfl
@hmiwardle
@nattalingo
@aqageog
@deepexperience1
@cognitaschools

Top Replied-To in G9:
@dreambox_learn
@ilhanmn

Top Replied-To in G10:
@jayneesweet
@pi2infinity
@fordlizj
@wgrover
@explainevrythng

Top Mentioned
Top Mentioned in Entire Graph:
@iste
@googleforedu
@neworientaledu
@zoom_us
@youtube
@masonmathed
@brainpop
@canvaslms
@flipgrid
@hongkongacademy

Top Mentioned in G1:
@lecturesource
@writersbrainy
@examkranti
@brokeandbroker
@luxhotelschool
@bazarr24
@intrinsiqit
@myspectrumcc
@wonderoftech

Top Mentioned in G2:
@zoom_us
@flipgrid
@hongkongacademy
@klbeasley
@chamada
@1hightechteach
@canva
@nearpod
@wakelet
@ericjohnston_

Top Mentioned in G3:
@iste
@googleforedu
@edsurge
@aftunion
@facinghistory
@nassp
@ascd
@naesp
@afthealthcare
@lauraanntavares

Top Mentioned in G4:
@linc_pd
@iste
@wakelet
@googleforedu
@1hightechteach

Top Mentioned in G5:
@timeshighered
@tjoosten
@rncusatis
@profsallybrown
@anat_soc
@vhmdale
@onlinecrslady
@honeybhighton
@lthechat
@a_l_t

Top Mentioned in G6:
@masonmathed
@masoncehd
@smallschoolda
@cite_edu
@amtenews
@thecaaasa
@galeacademic
@forbes
@humaned_au
@theresawills

Top Mentioned in G7:
@canvaslms
@olctoday
@katyisd
@wcet_info
@karenraycosta
@upcea
@blackboard
@id_ernet
@qmprogram
@wabashteaches

Top Mentioned in G8:
@uon_ite
@microsoftedu
@linkedin
@fessireland
@etbireland
@cognitaschools
@tes
@ed_dorrell
@selinedu1
@karangaglobal

Top Mentioned in G9:
@mind_research
@dreambox_learn
@hi_klee
@socscispace
@sage_methods
@aom_sim
@textandacademic
@aecttechtrends
@1hightechteach
@edsurge

Top Mentioned in G10:
@kathleen_morris
@planeta_futuro
@smileandlearn
@kemanners1
@acsbeirut
@creappcuentos
@academons
@joanfelizz
@gloriapalomo23
@malalaceip

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dichristine
@jim_peoples_
@edinburghwatch
@indiegametrends
@chidambara09
@evankirstel
@coopmike48
@derekjohnbryant
@aaroncuddeback

Top Tweeters in G1:
@sanrau
@jojanneke
@bewickwren
@durff
@teaconnexions
@pdjmoo
@rolfjoho
@ems_information
@vocedaustralia
@paleophile

Top Tweeters in G2:
@sectest9
@ottlegalrebels
@iam__network
@ask_spectrum
@nytimes
@nomoreslaves
@garden4u_wa
@dawnroseturner
@bar_zie
@flipgrid

Top Tweeters in G3:
@coopmike48
@kimvie
@femtech_
@riyadhalrifai
@btkrth
@endtheoligarch
@mssackstein
@npr
@dandc
@3drenderbot

Top Tweeters in G4:
@iamdrwill
@wonderopolis
@blocht574
@cybazesocial
@studysync
@angelastockman
@jenniferagates
@dgburris
@lead4education
@drmcgettigan

Top Tweeters in G5:
@edinburghwatch
@juandoming
@arctichamster
@water_weights
@whistlingwhist
@kitoconnell
@thetattooedprof
@kiwiseabreeze
@ictevangelist
@timeshighered

Top Tweeters in G6:
@chidambara09
@cybersec_feeds
@eraser
@alicekeeler
@forbes
@arbitrarydesign
@qz
@drmnikfar
@icess
@iteachmathall

Top Tweeters in G7:
@slackhq
@learnteachwin
@dlhampton
@victor_asal
@terfle
@mar_de_palabras
@thomascmurray
@fromphdtolife
@betterjobsearch
@stuarthorrex

Top Tweeters in G8:
@wagjuer
@alexbellars
@atlpartycrasher
@seni_bl
@joedale
@rondelle10_b
@tes
@scoshield
@coolcatteacher
@suzanne_brett

Top Tweeters in G9:
@davidwees
@getting_smart
@inquis_wetrust
@straightthinked
@miah_
@tvanderark
@evilangela
@andreakerr_
@textandacademic
@stmath

Top Tweeters in G10:
@nancyrubin
@inc
@doinabadescu
@adamajacoby
@cannabisfairy69
@urbie
@traceymlee_a
@layng
@rodrigjg
@francescllorens


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