highered, Twitter, 9/7/2021 6:57:59 PM, 261445


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highered_2021-09-07_11-12-02.xlsx
highered_2021-09-07_11-12-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 07, 2021
Short Description:
highered via NodeXL https://bit.ly/3l2Bgqr
@braincures
@shoshanahjacobs
@insidehighered
@cmdatascoop
@edubot_he
@do_kinder
@b0tsci
@jc_james_clark
@eraser
@juliamwrightdal

Top hashtags:
#highered
#education
#highereducation
#edtech
#covid19
#elearning
#college

Description:
Description
The graph represents a network of 6,282 Twitter users whose tweets in the requested range contained "highered", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 07 September 2021 at 18:28 UTC.

The requested start date was Tuesday, 07 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 10-hour, 43-minute period from Monday, 30 August 2021 at 13:17 UTC to Tuesday, 07 September 2021 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 6282
Unique Edges : 5026
Edges With Duplicates : 11850
Total Edges : 16876
Number of Edge Types : 5
Mentions : 4721
Retweet : 3715
MentionsInRetweet : 5959
Tweet : 2268
Replies to : 213
Self-Loops : 2399
Reciprocated Vertex Pair Ratio : 0.0403016120644826
Reciprocated Edge Ratio : 0.0774806298425394
Connected Components : 1005
Single-Vertex Connected Components : 480
Maximum Vertices in a Connected Component : 3620
Maximum Edges in a Connected Component : 11887
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.109728
Graph Density : 0.000202801807587058
Modularity : 0.465358
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 6,282 Twitter users whose tweets in the requested range contained "highered", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 07 September 2021 at 18:28 UTC.

The requested start date was Tuesday, 07 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 10-hour, 43-minute period from Monday, 30 August 2021 at 13:17 UTC to Tuesday, 07 September 2021 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : highered
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:
[20] https://www.diversitydashboard.co.uk/jobs/student-recruitment-support-advisor-3-positions/#.YSUA139h260.twitter
[18] http://www.downingedtech.com/
[12] https://www.diversitydashboard.co.uk/jobs/education-worker-in-education-worker/#.YSTQcLm-6To.twitter
[12] http://www.amazon.com/Time-Management-Secrets-College-Students/dp/069219746X/ref=sr_1_2?crid=2QBSBQ11RW7V2&dchild=1&keywords=time+management+secrets+for+college+students&qid=1622121232&s=books&sprefix=timemanagement+secrets,stripbooks,157&sr=1-2
[12] https://www.instagram.com/accounts/login/
[11] https://blog.cabells.com/2021/09/01/mountain-to-climb/
[9] https://Countdown.OnlineClock.net
[8] -
[8] https://www.edsurge.com/news/2021-08-30-how-remote-learning-subverts-power-and-privilege-in-higher-education?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[8] https://www.diversitydashboard.co.uk/jobs/english-tutor-2/#.YS-yR6Kl3_s.twitter

Top URLs in Tweet in G1:
[9] https://blog.cabells.com/2021/09/01/mountain-to-climb/
[8] http://www.downingedtech.com/
[7] https://blogs.lse.ac.uk/impactofsocialsciences/?p=41523
[7] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42862
[6] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42666
[4] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42916
[4] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42890
[4] https://blogs.lse.ac.uk/impactofsocialsciences/2021/08/27/covid-19-has-increased-trust-in-science-can-it-do-the-same-for-the-social-sciences/
[4] https://www.timeshighereducation.com/campus/do-we-need-equity-or-equality-make-things-fair-actually-we-need-both?utm_source=fb_page&utm_medium=ITLC-Lilly&utm_campaign=publer
[4] https://www.lillyconferences-ca.com/proposals?utm_source=fb_page&utm_medium=ITLC-Lilly&utm_campaign=publer

Top URLs in Tweet in G2:
[6] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[5] https://www.instagram.com/accounts/login/
[5] https://www.advent-im.co.uk/testing/red-teaming/
[3] https://justequitable.ca/
[3] https://nypost.com/2021/08/22/whatever-your-major-include-these-must-have-college-courses-for-career-success/
[3] https://www.youtube.com/watch?v=KpEOOXuozZc&feature=youtu.be

[3] https://www.proposalpro.com/blog/https/wwwproposalprocom/blog-page-url/2020/11/7-2
[2] https://twitter.com/APLU_News/status/1432353676182626309
[2] https://www.sait.ca/about-sait/media-centre/news-and-events/news/2021-8-12-alberta-colleges-and-polytechnics-agriculture-and-food-research-collaborative?campaign_network=twitter&campaign_user=e986dc6f-54d2-481f-925d-505df4ad5b39&campaign_name=EveryoneSocial&es_id=cc53212046
[2] http://cursivecontent.com/how-do-i-create-a-blog-vision-statement-why-should-i-bother/?utm_sq=g3ablbki66&utm_source=Twitter&utm_medium=social&utm_campaign=cursivecontent&utm_content=CursiveNEWBlogPosts

Top URLs in Tweet in G3:
[10] http://www.downingedtech.com/
[9] https://Countdown.OnlineClock.net
[8] https://www.edsurge.com/news/2021-08-30-how-remote-learning-subverts-power-and-privilege-in-higher-education?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[7] https://e-learning-teleformacion.blogspot.com/2020/10/inteligencia-artificial-conectivismo-y.html
[6] https://www.linkedin.com/pulse/how-edtech-can-gain-market-share-teacher-tomorrow-dan-galante-cmo
[6] https://www.edsurge.com/news/2021-08-25-what-it-takes-for-a-college-to-go-online?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[5] https://words.onlineclock.net/fuzzy/
[5] https://www.edsurge.com/news/2021-08-04-are-college-students-comfortable-using-edtech-maybe-not?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[5] https://e-learning-teleformacion.blogspot.com/2018/07/the-rise-of-e-learning-infographic.html
[5] https://www.yamagata-u.ac.jp/jp/

Top URLs in Tweet in G4:
[4] https://collegecampaign.org/career-opportunities/
[4] https://www.insidehighered.com/admissions/views/2021/08/16/doubling-pell-grants-would-benefit-low-income-students-opinion?utm_source=Inside+Higher+Ed&utm_campaign=0db4123317-AdmissionsInsider_COPY_01&utm_medium=email&utm_term=0_1fcbc04421-0db4123317-198149065&mc_cid=0db4123317&mc_eid=4f6d987a58
[3] https://higherlearningadvocates.org/2021/08/26/a-second-chance-at-higher-education/
[3] https://www.insidehighered.com/blogs/call-action-marketing-and-communications-higher-education/your-college-communications-strategy
[3] https://www.diverseeducation.com/home/article/15113713/building-for-tomorrow-congress-to-consider-significant-investments-in-hbcus?utm_campaign=5616&utm_medium=email&utm_source=Eloqua
[2] https://edtechmagazine.com/higher/article/2021/08/build-sustainable-campuses-efficient-energy-management-critical-perfcon?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://edtechmagazine.com/higher/article/2021/08/quality-hybrid-courses-key-financially-sustainable-colleges?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://universitybusiness.com/4-reasons-benefits-expand-college-access-dual-enrollment/
[2] https://news.mit.edu/2021/bridging-education-workforce-gap-community-college-beyond-0817
[2] https://www.highereddive.com/news/course-sharing-platform-acadeum-launches-dual-enrollment-offering-for-high/605588/

Top URLs in Tweet in G5:
[2] https://www.thestar.com/politics/federal/2021/08/31/almost-back-to-normal-for-universities-colleges-with-vaccine-mandates-province-says.html
[2] https://teachingandlearning.hcommons.org/2021/01/03/a-pedagogy-of-kindness-compassion-in-the-classroom/
[2] https://westernuniversity.zoom.us/webinar/register/WN_fv591YfjRHa99oXmOhFcVg
[1] https://twitter.com/imgrund/status/1433809025695617034
[1] https://twitter.com/Alex_Smith_Ants/status/1432369720750137345
[1] https://twitter.com/terezia_zoric/status/1433047448977563649
[1] https://www.guelphtoday.com/local-news/two-thirds-of-u-of-g-faculty-association-disagree-with-the-current-return-to-campus-plan-survey-4302182
[1] https://twitter.com/TRyanGregory/status/1432355599824691202
[1] https://twitter.com/NaheedD/status/1427687530187698186
[1] https://twitter.com/OntUniv/status/1432406529391607812

Top URLs in Tweet in G6:
[5] https://www.futureupodcast.com/episodes/kickoff-to-season-5/
[5] https://futureupodcast.com/episodes/kickoff-to-season-5/
[4] https://www.ihep.org/ccf
[4] https://www.princetonreview.com/college-rankings/best-colleges?exid=osm21
[3] https://www.nytimes.com/2021/09/03/nyregion/suny-student-loans-lawsuit-albany.html?searchResultPosition=1
[3] https://www.instagram.com/accounts/login/
[2] https://theuia.org/blog/post/weekly-wisdom-episode-5-ed-ray-oregon-state-university
[2] https://podcasts.apple.com/us/podcast/interview-nashville-state-community-college-president/id1519140735?i=1000519839791
[2] https://www.ihep.org/CCF
[2] https://washingtonmonthly.com/2021college-guide/best-bang-for-the-buck-rankings-midwest/

Top URLs in Tweet in G7:
[2] https://patthomson.net/2021/09/06/missing-working-at-work/
[1] https://dukeupress.wordpress.com/2021/09/01/new-books-in-september-7/
[1] https://docs.google.com/document/d/1NF-mLLivpxzap6luACTawH_UldZUJhkLkDMOkHR2pfk/edit
[1] https://twitter.com/KieranCx/status/1433531775167320065
[1] https://lsa.umich.edu/ncid/news-events/all-events/research-represented/data-dont-speak-for-themselves.html

Top URLs in Tweet in G8:
[20] https://www.diversitydashboard.co.uk/jobs/student-recruitment-support-advisor-3-positions/#.YSUA139h260.twitter
[12] https://www.diversitydashboard.co.uk/jobs/education-worker-in-education-worker/#.YSTQcLm-6To.twitter
[8] https://www.diversitydashboard.co.uk/jobs/english-tutor-2/#.YS-yR6Kl3_s.twitter
[7] https://www.diversitydashboard.co.uk/jobs/website-manager-5/#.YSj83vSMZi8.twitter
[7] https://www.diversitydashboard.co.uk/jobs/data-tutor-5/#.YS32f1QRXHA.twitter
[7] https://www.diversitydashboard.co.uk/jobs/technology-tutor-4/#.YS33hoRTtco.twitter
[7] https://www.diversitydashboard.co.uk/jobs/law-tutor-3/#.YS396-_ZDKY.twitter
[7] https://www.diversitydashboard.co.uk/jobs/senior-commercial-insight-analyst-2/#.YSxFJRhSK5s.twitter
[7] https://www.diversitydashboard.co.uk/jobs/clinical-teacher/#.YSxBtqNsPyA.twitter
[7] https://www.diversitydashboard.co.uk/jobs/therapeutic-digital-display-and-smart-building-system-developer-ktp-associate/#.YS4DQLZ-Phk.twitter

Top URLs in Tweet in G9:
[4] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1969540
[2] https://campusmorningmail.com.au/news/uni-pandemic-protections-how-woman-fared/
[2] https://www.tandfonline.com/doi/abs/10.1080/07294360.2016.1139552
[2] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1962812?cookieSet=1
[2] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1971163
[2] https://www.tandfonline.com/doi/abs/10.1080/07294360.2013.864609
[2] https://www.masu.org/news/optimizing-education-higher-ed-finance/08-31-2021/michigan-racing-quickest-bottom-higher
[1] https://www.tandfonline.com/doi/full/10.1080/13613324.2021.1942820
[1] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1969542
[1] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1969539

Top URLs in Tweet in G10:
[4] https://dxrgroup.com/are-medical-students-making-the-right-choices-for-the-right-reasons/
[4] https://drawittoknowit.com/course/biochemistry/glossary/biochemical-pathway/purine-catabolism-disorders
[4] http://autograntwriter.com
[2] https://drawittoknowit.com/course/biochemistry/glossary/biochemical-pathway/hemoglobin-myoglobin-4-dissociation-curves
[2] https://drawittoknowit.com/course/pathology/glossary/pathophysiologic-disorder/syndrome-of-inappropriate-anti-diuretic-hormone
[2] https://twitter.com/doctorow/status/1434163515363762177
[2] https://www.chronicle.com/article/5-ways-higher-ed-will-be-upended-in-the-decades-to-come
[1] https://www.npr.org/2021/08/28/1031672977/youve-made-it-to-campus-now-what-these-tips-can-help-you-navigate-college-life
[1] https://www.routledge.com/Being-Well-in-Academia-Ways-to-Feel-Stronger-Safer-and-More-Connected/Boynton/p/book/9780367186708
[1] https://twitter.com/theworldunirank/status/1433203263625699331

Top Domains
Top Domains in Tweet in Entire Graph:
[434] twitter.com
[248] co.uk
[130] hispanicsinhighered.com
[126] blogspot.com
[96] insidehighered.com
[89] ac.uk
[80] lgbtinhighered.com
[78] edsurge.com
[73] voicestorm.com
[68] universityworldnews.com

Top Domains in Tweet in G1:
[56] universityworldnews.com
[50] ac.uk
[25] timeshighereducation.com
[15] twitter.com
[12] insidehighered.com
[10] co.uk
[9] linkedin.com
[9] cabells.com
[8] downingedtech.com
[8] usnews.com

Top Domains in Tweet in G2:
[87] twitter.com
[57] theguardian.com
[18] insidehighered.com
[11] youtube.com
[10] linkedin.com
[8] smh.re
[7] instagram.com
[6] co.uk
[6] womenspowerbook.org
[5] jenzabar.com

Top Domains in Tweet in G3:
[121] blogspot.com
[69] edsurge.com
[49] medium.com
[23] twitter.com
[20] linkedin.com
[19] voicestorm.com
[14] onlineclock.net
[13] drbruceajohnson.com
[12] co.ke
[11] ziprecruiter.com

Top Domains in Tweet in G4:
[54] voicestorm.com
[31] insidehighered.com
[19] edtechmagazine.com
[8] universitybusiness.com
[8] twitter.com
[7] highereddive.com
[5] educause.edu
[4] microwire.info
[4] higherlearningadvocates.org
[4] collegecampaign.org

Top Domains in Tweet in G5:
[53] twitter.com
[3] thestar.com
[2] hcommons.org
[2] zoom.us
[1] guelphtoday.com
[1] caut.ca
[1] theguardian.com
[1] straight.com
[1] thetyee.ca
[1] universityaffairs.ca

Top Domains in Tweet in G6:
[19] twitter.com
[10] futureupodcast.com
[9] washingtonmonthly.com
[6] ihep.org
[5] theuia.org
[5] princetonreview.com
[4] nytimes.com
[4] hechingerreport.org
[3] apple.com
[3] medium.com

Top Domains in Tweet in G7:
[2] patthomson.net
[1] wordpress.com
[1] google.com
[1] twitter.com
[1] umich.edu

Top Domains in Tweet in G8:
[217] co.uk
[17] highered.zone
[7] twitter.com
[3] ac.uk
[2] hypotheses.org
[2] irrodl.org
[1] forms.gle
[1] google.com
[1] hiphopdancealmanac.com
[1] artofelearning.org

Top Domains in Tweet in G9:
[26] tandfonline.com
[9] twitter.com
[3] ac.uk
[2] com.au
[2] edu.au
[2] masu.org
[1] timeshighereducation.com
[1] taylorandfrancis.com
[1] radian6.com
[1] theguardian.com

Top Domains in Tweet in G10:
[11] academicinfluence.com
[10] drawittoknowit.com
[6] twitter.com
[4] dxrgroup.com
[4] chronicle.com
[4] autograntwriter.com
[3] retrievalpractice.org
[2] linkedin.com
[1] npr.org
[1] routledge.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4776] highered
[397] education
[355] highereducation
[341] edtech
[212] covid19
[192] elearning
[181] college
[166] diversityandinclusion
[160] edchat
[150] academictwitter



Top Hashtags in Tweet in G1:
[234] highered
[48] highereducation
[32] universities
[29] globaled
[25] research
[18] uk
[18] scicomm
[15] edchat
[14] africaed
[14] afghanistan

Top Hashtags in Tweet in G2:
[612] highered
[83] highereducation
[56] education
[43] college
[28] edtech
[23] academictwitter
[16] covid19
[16] university
[12] leadership
[11] students

Top Hashtags in Tweet in G3:
[547] highered
[254] edtech
[151] education
[144] elearning
[96] highereducation
[91] universidad
[72] k12
[71] university
[60] edchat
[60] onlinelearning

Top Hashtags in Tweet in G4:
[221] highered
[54] cdwsocial
[31] cybersecurity
[28] highereducation
[25] ransomware
[24] hybridlearning
[14] highereducationleadership
[10] covid19
[9] edtech
[8] remoteclassrooms

Top Hashtags in Tweet in G5:
[205] highered
[56] cdnpse
[42] uofg
[29] covid19
[25] remote
[9] academictwitter
[5] onted
[5] unsafeseptember2021
[4] academicdisobedience
[4] harvardofthenorth

Top Hashtags in Tweet in G6:
[156] highered
[25] hbcus
[14] collegecompletionfund
[7] edleaders
[7] weeklywisdom
[7] covid19
[6] onlinelearner
[5] college
[5] investinwork
[5] equity

Top Hashtags in Tweet in G7:
[30] highered
[5] research
[4] academicchatter
[4] phdchat
[3] ungrading
[2] academia
[2] acwri
[2] ecrchat
[1] phd
[1] academiclife

Top Hashtags in Tweet in G8:
[239] highered
[162] diversityandinclusion
[93] inclusiveemployer
[76] teachingjobs
[40] academictwitter
[37] hr
[37] recruitment
[26] recruiting
[24] marketingjobs
[23] manchesterjobs

Top Hashtags in Tweet in G9:
[62] highered
[8] leadership
[6] universities
[6] openaccess
[5] covid19aus
[5] hongkong
[5] policy
[4] ecer2021
[4] equalpayday
[4] statistics

Top Hashtags in Tweet in G10:
[70] highered
[37] researchtip
[17] meded
[14] phdchat
[14] edchat
[13] academicchatter
[13] powerfulteaching
[12] academictwitter
[10] ditki
[10] usmle

Top Words
Top Words in Tweet in Entire Graph:
[4768] #highered
[1301] students
[709] more
[551] education
[496] student
[493] university
[471] learning
[404] college
[397] #education
[381] higher

Top Words in Tweet in G1:
[234] #highered
[66] do_kinder
[65] students
[53] braincures
[53] ukri_ceo
[48] #highereducation
[41] lseimpactblog
[41] reports
[35] education
[35] c_cripps

Top Words in Tweet in G2:
[612] #highered
[107] students
[83] #highereducation
[68] more
[56] #education
[51] student
[50] london
[49] college
[47] education
[45] university

Top Words in Tweet in G3:
[547] #highered
[254] #edtech
[151] #education
[144] #elearning
[129] education
[115] students
[105] learning
[99] higher
[99] eraser
[96] #highereducation

Top Words in Tweet in G4:
[221] #highered
[78] students
[54] #cdwsocial
[46] more
[46] student
[41] edtech_highered
[34] institutions
[33] attacks
[32] insidehighered
[31] colleges

Top Words in Tweet in G5:
[277] shoshanahjacobs
[205] #highered
[126] students
[84] person
[79] publichealthon
[60] course
[56] #cdnpse
[53] community
[51] chance
[50] today

Top Words in Tweet in G6:
[156] #highered
[59] students
[43] monthly
[42] college
[37] more
[34] black
[33] today
[29] luminafound
[28] public
[25] #hbcus

Top Words in Tweet in G7:
[103] change
[102] books
[102] september
[102] complaint
[102] saranahmed
[102] read
[102] anyone
[102] hoping
[102] make
[101] dukepress

Top Words in Tweet in G8:
[239] #highered
[216] job
[215] latest
[162] #diversityandinclusion
[139] recruiting
[123] university
[93] #inclusiveemployer
[86] bppgroup
[76] #teachingjobs
[72] education

Top Words in Tweet in G9:
[57] #highered
[33] herdjournal
[24] education
[23] higher
[17] university
[14] support
[13] students
[12] learning
[12] student
[12] model

Top Words in Tweet in G10:
[70] #highered
[37] #researchtip
[35] today
[33] drpetra
[32] students
[25] research
[22] retrievelearn
[18] chronicle
[17] #meded
[17] rankings

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[276] higher,education
[236] latest,job
[197] #highered,#highereducation
[137] learn,more
[121] covid,19
[108] #highered,students
[108] make,change
[103] books,september
[103] september,complaint
[103] complaint,saranahmed

Top Word Pairs in Tweet in G1:
[40] #highered,#highereducation
[25] wiringthebrain,vvoikar
[25] vvoikar,alepalermo_1
[25] alepalermo_1,roysocchem
[25] roysocchem,fabulouslylaura
[25] fabulouslylaura,mresmini
[23] braincures,do_kinder
[22] yldz_cemal,fkuzu79
[20] jeremyfarrar,michelle_cruk
[20] michelle_cruk,ukri_ceo

Top Word Pairs in Tweet in G2:
[35] #highered,#highereducation
[27] #highereducation,#highered
[26] higher,education
[20] london,greater
[19] learn,more
[17] #education,#highered
[13] #highered,#edtech
[12] higher,ed
[11] #highered,#education
[11] covid,19

Top Word Pairs in Tweet in G3:
[77] #highered,#highereducation
[75] higher,education
[53] covid,19
[50] #highered,#edtech
[46] teaching,person
[46] person,wondering
[46] wondering,provide
[46] provide,remote
[46] remote,accommodations
[46] accommodations,#highered

Top Word Pairs in Tweet in G4:
[28] #highered,institutions
[20] #highered,#ransomware
[20] #ransomware,attacks
[20] attacks,surging
[20] surging,cybercriminals
[20] cybercriminals,more
[20] more,creative
[20] creative,wake
[20] wake,#hybridlearning
[20] #hybridlearning,training

Top Word Pairs in Tweet in G5:
[46] chance,someone
[42] shoshanahjacobs,dear
[35] next,week
[34] professor,sitting
[34] sitting,front
[34] front,syllabus
[34] syllabus,asking
[34] asking,whether
[34] whether,course
[34] course,begins

Top Word Pairs in Tweet in G6:
[24] today,celebrate
[24] celebrate,anniversary
[24] anniversary,morrill
[24] morrill,act
[24] act,1890
[24] 1890,established
[24] established,public
[24] public,land
[24] land,grant
[24] grant,#hbcus

Top Word Pairs in Tweet in G7:
[102] books,september
[102] september,complaint
[102] complaint,saranahmed
[102] saranahmed,read
[102] read,anyone
[102] anyone,hoping
[102] hoping,make
[102] make,change
[101] dukepress,books
[11] keeping,running

Top Word Pairs in Tweet in G8:
[215] latest,job
[76] #diversityandinclusion,#inclusiveemployer
[71] bppgroup,recruiting
[68] job,university
[59] job,bpp
[58] bpp,education
[58] education,group
[58] group,bppgroup
[54] seeking,recruit
[30] #highered,#academictwitter

Top Word Pairs in Tweet in G9:
[22] higher,education
[7] education,poveyrhonda
[7] poveyrhonda,michelle
[7] michelle,trudgett
[7] rapid,gender
[7] gender,impact
[7] impact,assessment
[7] assessment,australian
[7] australian,university
[7] university,responses

Top Word Pairs in Tweet in G10:
[32] today,#researchtip
[30] drpetra,today
[12] #researchtip,rankings
[12] rankings,manifestation
[12] manifestation,toxic
[12] toxic,academia
[12] academia,utterly
[12] utterly,meaningless
[12] meaningless,drive
[12] drive,bullying

Top Replied-To
Top Replied-To in Entire Graph:
@do_kinder
@braincures
@utafrith
@947
@ajackiehunter
@highered_gaming
@highered_itguy
@ecampusontario
@uottawa
@elebelfiore

Top Replied-To in G1:
@do_kinder
@utafrith
@braincures
@ajackiehunter
@elebelfiore
@ukri_ceo
@morimahmoudi
@laserhaas01
@jim_dickinson
@drumeshprabhu

Top Replied-To in G2:
@christiecampus

Top Replied-To in G3:
@ecampusontario
@uottawa
@ipvalidation
@michaelfrank17
@gleannotes
@unicreativearts
@qubelfast
@dianawangmartin
@josiahway

Top Replied-To in G4:
@josh_highered
@insidehighered
@angelbperez
@jordanagricula
@paulfain
@edtech_highered
@unlincoln

Top Replied-To in G5:
@drdanielgillis
@westernu
@imgrund
@tryangregory
@tmlittlewood
@maureen_oesch
@wishartae

Top Replied-To in G6:
@chrismarsicano
@workingnation
@jselingo
@barmakn
@james_s_murphy

Top Replied-To in G8:
@april_loup
@covunilibrary

Top Replied-To in G9:
@lemetaphysicien
@shantonchang

Top Replied-To in G10:
@jfrickuga
@joviex

Top Mentioned
Top Mentioned in Entire Graph:
@shoshanahjacobs
@saranahmed
@dukepress
@eraser
@bppgroup
@publichealthon
@curtisschin
@hispanichighed
@oracle
@torreytrust

Top Mentioned in G1:
@do_kinder
@ukri_ceo
@braincures
@lseimpactblog
@c_cripps
@universitiesuk
@uniworldnews
@jeremyfarrar
@roysocchem
@ukri_news

Top Mentioned in G2:
@jonas_moll
@sandraessays
@agacollegeprep
@quester_io
@ritafennelly
@jim_szautner
@drfrankwilson
@neilmosley5
@cursivecontent

Top Mentioned in G3:
@eraser
@torreytrust
@higheredsurge
@highered_geek
@ouriginal_o
@ipvalidation
@edsurge
@sabynjaveri
@rdene915
@educausereview

Top Mentioned in G4:
@edtech_highered
@insidehighered
@edscoop_news
@ecampusnews
@collegeopp
@highereddive
@diverseissues
@nacac
@calstate
@universitybiz

Top Mentioned in G5:
@shoshanahjacobs
@publichealthon
@ontuniv
@uofg
@loriamacneil
@nicholekedwards
@drdanielgillis
@westernu
@fordnation
@carleton_u

Top Mentioned in G6:
@monthly
@luminafound
@thirdwayedu
@aplu_news
@uiainnovation
@kevmicor
@glastris
@jselingo
@futureupodcast
@ckochfoundation

Top Mentioned in G7:
@saranahmed
@dukepress
@eriqfelix
@umichncid
@thomsonpat
@sfu
@timgorichanaz
@actualham
@shoshanahjacobs
@redlipblenny

Top Mentioned in G8:
@bppgroup
@trentuni
@uniofbrighton
@sheffielduni
@openuniversity
@uniofgreenwich
@intouniversity
@alejandroa
@diversityjobs4u
@portsmouthuni

Top Mentioned in G9:
@herdjournal
@poveyrhonda
@marthavcorona
@learningground
@s
@educationarena
@fixotweets
@rpwatermeyer
@drpeterbentley
@meg

Top Mentioned in G10:
@drpetra
@retrievelearn
@chronicle
@poojaagarwal
@langoncourse
@openacademics
@drawittoknowit
@l_muyingo_
@dxrdevelopment
@ubc_ctlt

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@edinburghwatch
@femtech_
@geoffrey_payne
@rjber15
@independent
@meruemgi
@minhkular
@thehill

Top Tweeters in G1:
@femtech_
@independent
@meruemgi
@guardian
@googleexpertuk
@marting8177
@ignaciovalle3
@sustaintrends
@bbcnews
@patriotradionet

Top Tweeters in G2:
@nikhilchhajar
@notingshaw
@gwoodi
@gate_15_analyst
@mapsofworld
@erika_borkoles
@iamtiffjones
@trentmkays
@charliessangell
@selenamaranjian

Top Tweeters in G3:
@chidambara09
@edinburghwatch
@rjber15
@thehill
@eraser
@artificialbra1n
@straitarrow10
@johnapp63499667
@rockethulsey
@blackgirlnerds

Top Tweeters in G4:
@cybersec_feeds
@akwyz
@botcybersec
@shi4tech
@marketwatch
@usnews
@princess_yuna77
@harvardbiz
@avrohomg
@cathyndavidson

Top Tweeters in G5:
@viralvideovlogs
@alizardx
@torontostar
@guelphbugle
@jonesseeker
@georgiastraight
@codewithtwitchi
@dawnbazely
@maureen_oesch
@nholzschuch

Top Tweeters in G6:
@_silversmith
@nancyrubin
@nytimes
@dropoutnation
@washingtonpost
@diabeticcyborgg
@wo_wolf_ol
@pierre018
@akilbello
@juliezebrak

Top Tweeters in G7:
@ms_peaceweaver
@summer_hymn
@margymaclibrary
@drreznicek
@claudiakincaid
@klausdodds
@eyegiene
@obrienatrix
@kwissoker
@arichardson_phi

Top Tweeters in G8:
@noname06401912
@charleskod
@lborouniversity
@plymuni
@unibirmingham
@openuniversity
@chrissinerantzi
@unikent
@uniofeastanglia
@miss_toppin

Top Tweeters in G9:
@thartman2u
@skowoh
@drbritwilliams
@clairebrooks
@globalhighered
@science_open
@joyowango
@iamgabbarson
@rwjf
@idpdrie

Top Tweeters in G10:
@ml_tweet_bot
@drpetra
@mededbot
@petermbenglish
@charltaylorpage
@simonlandmine
@telehealthbot
@jmattmiller
@redandblack
@szetoinsitu


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