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highered_2021-09-14_11-12-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 14, 2021
Short Description:
highered via NodeXL https://bit.ly/2YNqTiG
@braincures
@insidehighered
@do_kinder
@b0tsci
@cabellspublish
@cmdatascoop
@shoshanahjacobs
@herdjournal
@timeshighered
@c_cripps

Top hashtags:
#highered
#education
#highereducation
#edtech
#college
#academictwitter

Description:
Description
The graph represents a network of 6,437 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, 14 September 2021 at 18:30 UTC.

The requested start date was Tuesday, 14 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 11-day, 8-hour, 19-minute period from Thursday, 02 September 2021 at 15:39 UTC to Monday, 13 September 2021 at 23:59 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 : 6437
Unique Edges : 5372
Edges With Duplicates : 11686
Total Edges : 17058
Number of Edge Types : 5
Retweet : 3663
MentionsInRetweet : 6058
Mentions : 4643
Tweet : 2460
Replies to : 234
Self-Loops : 2600
Reciprocated Vertex Pair Ratio : 0.0419379068602904
Reciprocated Edge Ratio : 0.0804998197765229
Connected Components : 1065
Single-Vertex Connected Components : 506
Maximum Vertices in a Connected Component : 3644
Maximum Edges in a Connected Component : 11802
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.154309
Graph Density : 0.000200900191201561
Modularity : 0.480118
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 6,437 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, 14 September 2021 at 18:30 UTC.

The requested start date was Tuesday, 14 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 11-day, 8-hour, 19-minute period from Thursday, 02 September 2021 at 15:39 UTC to Monday, 13 September 2021 at 23:59 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:
[19] https://www.forbes.com/sites/christiankreznar/2021/09/08/americas-top-colleges-2021-for-the-first-time-apublic-school-is-numberone/?sh=43f4451041ad
[16] http://www.downingedtech.com/
[15] https://www.diversitydashboard.co.uk/jobs/student-recruitment-support-advisor-3-positions/#.YSUA139h260.twitter
[14] https://www.insidehighered.com/admissions/article/2021/09/07/common-app-study-details-changes-students-admissions-choices
[11] 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
[9] https://www.instagram.com/accounts/login/
[9] https://www.abc.net.au/news/2021-09-13/covid-job-cuts-at-universities-prompting-fears-for-future/100447960
[9] https://hvl.zoom.us/meeting/register/u5YlcOipqzkuH9erxEttJ5gCftGETV1Rb2EO
[9] https://www.ihep.org/CCF
[8] https://www.forbes.com/sites/annkirschner/2021/09/02/the-future-of-higher-education-isomnichannel/

Top URLs in Tweet in G1:
[6] http://www.downingedtech.com/
[2] https://newrepublic.com/article/146049/a-professor-kind-like-priest
[2] https://lorihandrahan2.medium.com/professors-staff-arrested-for-trading-in-child-rape-6c39fcf62a9e
[2] https://www.insidehighered.com/news/2021/04/01/florida-state-scrambles-explain-alleged-abusers-long-tenure
[2] https://www.linkedin.com/slink?code=eRr5Htq
[2] https://www.timeshighereducation.com/news/science-leaders-lament-insufficient-progress-tackling-bullying
[2] https://twitter.com/CFBONFOX/status/1434227467510820871
[1] https://twitter.com/MoriMahmoudi/status/1396834979213152258?s=20
[1] https://www.dailymail.co.uk/news/article-9879453/Mother-two-scientist-wins-23-000-payout-losing-job-maternity-leave.html
[1] https://www.ukri.org/wp-content/uploads/2020/10/UKRI-FOI-2019.0112-FollowUpResponse.pdf

Top URLs in Tweet in G2:
[8] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[5] https://www.advent-im.co.uk/testing/red-teaming/
[3] https://www.youtube.com/watch?v=KpEOOXuozZc&feature=youtu.be

[3] https://docs.google.com/forms/d/e/1FAIpQLSfTidbZyU2PtX1OY0fxpsKn1vgNA0yfk0AxjU_D_WNp5wYhxg/viewform?usp=send_form
[3] https://www.proposalpro.com/blog/https/wwwproposalprocom/blog-page-url/2020/11/7-2
[2] https://nypost.com/2021/08/22/whatever-your-major-include-these-must-have-college-courses-for-career-success/
[2] https://www.jcu.edu.sg/events/sep-2021/career-x-data-science
[2] https://www.instagram.com/accounts/login/
[2] https://www.ajc.com/education/get-schooled-blog/the-reimagining-of-georgia-tech/O7THCYXSW5A43LDIYTVPPH7REM/
[2] https://www.wsj.com/articles/college-university-fall-higher-education-men-women-enrollment-admissions-back-to-school-11630948233

Top URLs in Tweet in G3:
[10] http://www.downingedtech.com/
[8] https://e-learning-teleformacion.blogspot.com/2020/10/inteligencia-artificial-conectivismo-y.html
[7] https://medium.com/%C3%B1am-educkacci%C3%B3n-en-red/educaci%C3%B3n-y-brecha-digital-tras-la-pandemia-f5d44963100?source=friends_link&sk=8848199bb6dd428a5badafb3c2e30996
[7] https://www.yamagata-u.ac.jp/jp/
[6] https://edtechreview.in/news/5017-lithuanian-edtech-startup-turing-college-raises-1-05m-in-additional-seed-funding
[6] https://Countdown.OnlineClock.net
[6] https://e-learning-teleformacion.blogspot.com/2020/09/knowledge-maps-for-e-learning-jae-hwa.html
[6] https://www.k12prospects.com/?utm_source=twitter&utm_medium=posting-image&utm_campaign=quick-facts&utm_content=textlink
[5] https://edtechreview.in/news/5012-seoul-based-online-hobby-classes-community-class101-raises-26m-in-series-b-funding
[5] https://e-learning-teleformacion.blogspot.com/2020/12/using-blockchain-technology-for-e.html

Top URLs in Tweet in G4:
[5] https://www.instagram.com/accounts/login/
[4] https://www.insidehighered.com/news/2021/09/09/biden%E2%80%99s-higher-ed-proposals-begin-take-shape-congress
[3] https://www.insidehighered.com/news/2021/09/13/future-academic-conference#.YT7_pzihchQ.twitter
[3] https://www.ecampusnews.com/2021/09/09/the-role-of-no-code-in-a-safe-return-to-campus/?utm_content=buffer71db4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://washingtonmonthly.com/magazine/september-october-2021/introduction-a-different-kind-of-college-ranking-12/
[2] https://www.linkedin.com/posts/zacharybusekrus_emchat-highered-marketing-activity-6841390812488704000-QXj7?utm_campaign=Element451&utm_content=179346061&utm_medium=social&utm_source=twitter&hss_channel=tw-1159149015457550336
[2] https://www.linkedin.com/posts/zacharybusekrus_emchat-highered-edtech-activity-6841792998267744256-JpU2?utm_campaign=Element451&utm_content=179346295&utm_medium=social&utm_source=twitter&hss_channel=tw-1159149015457550336
[2] https://scholarlykitchen.sspnet.org/2021/09/08/start-up-stories-cassyni-the-one-stop-shop-for-online-seminars-or-how-to-get-your-product-built-and-launched-in-6-months/
[2] https://www.timeshighereducation.com/features/do-national-research-assessment-exercises-still-pass-peer-review
[2] https://www.timeshighereducation.com/news/wealth-gap-widening-us-elite-report-record-enrolments

Top URLs in Tweet in G5:
[2] https://twitter.com/uglibrary/status/1435975271505608710
[1] https://twitter.com/bailey_elan/status/1437523283537276934
[1] https://twitter.com/imgrund/status/1433436650122760194
[1] https://twitter.com/tryangregory/status/1433416102206447617
[1] https://twitter.com/alex_smith_ants/status/1433444856341405700
[1] https://twitter.com/imgrund/status/1435929849395351552
[1] https://twitter.com/DrDanielGillis/status/1436307972196552704
[1] https://twitter.com/tryangregory/status/1436760484405985281
[1] https://twitter.com/ctvkitchener/status/1437325215143448577
[1] https://twitter.com/drdanielgillis/status/1437537116280475650

Top URLs in Tweet in G6:
[5] https://port.engageats.co.uk/ViewVacancyV2.aspx?enc=mEgrBL4XQK0+ld8aNkwYmPXjivVTnewLDVqG/s5rs2ptN+12BEz1JhszFv2rhwZbxmdPC5jYn7l8zNelcHfOu2TPzjplK/qSfWsi0ahEV/8hFmB8wuJblNcTg9S+xsvCAiJOSnJzdpOuvGPTX0wBGg==
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=261924
[4] https://www.tandfonline.com/toc/cher20/40/5?nav=tocList
[4] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1969540
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=261602
[4] https://chrisheadleand.com/practical-pedagogy/
[2] https://www.aare.edu.au/blog/?p=10434
[2] https://www.tandfonline.com/doi/abs/10.1080/07294360.2016.1139552
[2] https://www.tandfonline.com/doi/abs/10.1080/07294360.2013.864609
[2] https://www.tandfonline.com/doi/full/10.1080/07294360.2021.1962812

Top URLs in Tweet in G7:
[9] https://www.abc.net.au/news/2021-09-13/covid-job-cuts-at-universities-prompting-fears-for-future/100447960
[7] https://omny.fm/shows/campus-review/why-bachelor-of-arts-degrees-will-be-critical-to-o
[6] https://twitter.com/IanRoyall/status/1435040145724477440
[4] https://open.spotify.com/episode/4jCnmXz6mdXrVJ6YCz5IHa?si=FTU92WDYSr2I75sENeYWaw&dl_branch=1
[3] https://www.youtube.com/watch?v=65mVtU5O6XY&feature=youtu.be

[2] https://www.inkpath.co.uk/for-universities/
[2] https://www.nteu.org.au/bargaining/nwa
[1] https://www.smh.com.au/business/workplace/sydney-university-denies-full-time-work-to-thousands-of-casuals-20210909-p58qc1.html
[1] https://www.smh.com.au/national/what-goes-wrong-when-uni-students-mark-their-teachers-20210831-p58nk0.html
[1] https://twitter.com/AlisonBarnes25/status/1435921149334999043

Top URLs in Tweet in G8:
[9] https://www.ihep.org/CCF
[4] https://pacie.org/conference
[2] https://tnscore.org/policy/
[2] https://www.thirdway.org/events/behind-the-bumper-sticker-return-on-investment-in-higher-ed
[2] https://www.insidehighered.com/news/2021/09/14/blackboard-merge-anthology-creating-massive-ed-tech-company
[2] https://all4ed.org/reports-factsheets/covid-relief-hs-to-highered/
[2] https://www.nasfaa.org/news-item/26083/House_Panel_Spars_Over_Reconciliation_Package_s_Higher_Ed_Provisions
[2] https://www.youtube.com/watch?v=CaYvt1gRvpk

[2] https://craftmediabucket.s3.amazonaws.com/uploads/Online-Student-Supports-RFP-8-23-21.pdf
[2] https://www.ihep.org/ccf

Top URLs in Tweet in G9:
[5] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42481
[4] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42862
[4] https://www.forbes.com/sites/annkirschner/2021/09/02/the-future-of-higher-education-isomnichannel/
[3] https://www.universityworldnews.com/post.php?story=20210903111444190&utm_source=twitter&utm_medium=social&utm_campaign=uwn-AF326
[3] https://www.universityworldnews.com/post.php?story=20210831075532127&utm_source=twitter&utm_medium=social&utm_campaign=uwn-GL658
[3] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42916
[3] https://blogs.lse.ac.uk/impactofsocialsciences/?p=42904
[2] https://www.universityworldnews.com/post.php?story=20210901133833531&utm_source=twitter&utm_medium=social&utm_campaign=uwn-GL658
[2] https://www.universityworldnews.com/post.php?story=20210901152533384&utm_source=twitter&utm_medium=social&utm_campaign=uwn-GL658
[2] https://www.universityworldnews.com/post.php?story=20210903102326780&utm_source=twitter&utm_medium=social&utm_campaign=uwn-GL658

Top URLs in Tweet in G10:
[9] https://hvl.zoom.us/meeting/register/u5YlcOipqzkuH9erxEttJ5gCftGETV1Rb2EO
[5] https://wsf-9.sciforum.net/
[4] https://centridiricerca.unicatt.it/chei-10122.html
[2] https://monitor.icef.com/2021/09/canadian-post-secondary-institutions-announce-covid-vaccine-requirements-for-2021-22/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.france24.com/en/live-news/20210829-women-allowed-to-attend-university-under-taliban-rule-acting-minister
[2] https://www.lesechos.fr/idees-debats/editos-analyses/le-canada-en-froid-avec-les-etudiants-etrangers-1344179
[2] https://www.timeshighereducation.com/news/thechair-netflix-show-too-painful-academics-towatch
[2] https://media-and-learning.eu/event/how-accessible-are-higher-education-video-services-one-year-on-from-the-directive/
[1] https://www.timeshighereducation.com/campus/bringing-international-and-intercultural-dimensions-your-programmes
[1] https://www.ft.com/content/cf929144-4419-4841-b475-32468e25bfa4

Top Domains
Top Domains in Tweet in Entire Graph:
[432] twitter.com
[214] co.uk
[137] hispanicsinhighered.com
[103] bit.ly
[99] insidehighered.com
[97] edsurge.com
[97] blogspot.com
[85] lgbtinhighered.com
[82] undergradeasier.com
[76] theguardian.com

Top Domains in Tweet in G1:
[15] twitter.com
[8] linkedin.com
[6] downingedtech.com
[5] co.uk
[5] timeshighereducation.com
[3] insidehighered.com
[2] researchprofessionalnews.com
[2] theguardian.com
[2] newrepublic.com
[2] medium.com

Top Domains in Tweet in G2:
[80] twitter.com
[71] theguardian.com
[17] smh.re
[12] insidehighered.com
[12] bit.ly
[12] co.uk
[9] idatainc.com
[8] youtube.com
[8] womenspowerbook.org
[7] linkedin.com

Top Domains in Tweet in G3:
[91] blogspot.com
[48] medium.com
[47] voicestorm.com
[28] edtechmagazine.com
[27] twitter.com
[22] edtechreview.in
[20] insidehighered.com
[17] linkedin.com
[15] edsurge.com
[13] onlineclock.net

Top Domains in Tweet in G4:
[26] insidehighered.com
[11] ecampusnews.com
[9] timeshighereducation.com
[6] twitter.com
[6] washingtonmonthly.com
[5] linkedin.com
[5] thetambellinigroup.com
[5] forbes.com
[5] philanthropynewsdigest.org
[5] instagram.com

Top Domains in Tweet in G5:
[54] twitter.com
[1] guelphtoday.com
[1] gc.ca
[1] thestar.com
[1] thetyee.ca
[1] kbrs.ca
[1] canadaland.com
[1] mcsweeneys.net
[1] brocku.ca

Top Domains in Tweet in G6:
[30] tandfonline.com
[9] nodexlgraphgallery.org
[6] edu.au
[6] co.uk
[5] twitter.com
[4] chrisheadleand.com
[3] educationtechnologyinsights.com
[3] rutgers.edu
[2] timeshighereducation.com
[2] springer.com

Top Domains in Tweet in G7:
[18] twitter.com
[10] net.au
[7] omny.fm
[4] org.au
[4] youtube.com
[4] spotify.com
[3] co.uk
[2] com.au
[1] actionnetwork.org
[1] zoom.us

Top Domains in Tweet in G8:
[14] twitter.com
[12] ihep.org
[4] tnscore.org
[4] insidehighered.com
[4] pacie.org
[4] youtube.com
[4] nasfaa.org
[3] thirdway.org
[3] bit.ly
[3] opencampusmedia.org

Top Domains in Tweet in G9:
[56] universityworldnews.com
[28] ac.uk
[11] twitter.com
[8] forbes.com
[4] bit.ly
[4] cengage.com
[2] hechingerreport.org
[2] theatlantic.com
[2] usnews.com
[2] nature.com

Top Domains in Tweet in G10:
[10] zoom.us
[7] timeshighereducation.com
[5] sciforum.net
[4] unicatt.it
[4] media-and-learning.eu
[3] twitter.com
[3] icef.com
[3] france24.com
[2] lesechos.fr
[2] springer.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4837] highered
[363] education
[355] highereducation
[348] edtech
[221] college
[213] academictwitter
[198] elearning
[164] edchat
[135] diversityandinclusion
[131] covid19



Top Hashtags in Tweet in G1:
[47] highered
[16] covid19
[16] campus
[12] highereducation
[8] stemtoo
[8] scipol
[8] sexualharassment
[7] researchculture
[7] metoo
[7] rapeculture

Top Hashtags in Tweet in G2:
[618] highered
[60] highereducation
[49] education
[38] college
[30] academictwitter
[21] university
[20] edtech
[17] googlegovedusummit
[16] gov
[16] universities

Top Hashtags in Tweet in G3:
[620] highered
[255] edtech
[181] education
[132] elearning
[117] highereducation
[78] edchat
[78] universidad
[75] k12
[63] university
[55] cdwsocial

Top Hashtags in Tweet in G4:
[225] highered
[25] highereducation
[18] research
[18] elearning
[12] elevate2021
[10] education
[10] sdpichat
[9] opeds
[8] publichealth
[7] opinion

Top Hashtags in Tweet in G5:
[162] highered
[43] cdnpse
[24] remote
[16] covid19
[9] uofgaslighting
[7] setforseptember
[6] academicchatter
[5] academictwitter
[5] academicdisobedience
[5] sacdn

Top Hashtags in Tweet in G6:
[67] highered
[27] practicalpedagogy1
[26] lthechat
[11] herdsa2022
[9] countdown
[8] teaching
[7] academictwitter
[6] universities
[5] highereducation
[5] practical

Top Hashtags in Tweet in G7:
[117] highered
[49] securejobs
[13] auspol
[12] ruokday2021
[8] ecer2021
[7] academictwitter
[6] vitaecon2021
[5] thechair
[4] savehighered
[4] edtech

Top Hashtags in Tweet in G8:
[135] highered
[22] collegecompletionfund
[8] buildbackbetter
[6] fafsa
[6] summermelt
[6] policy
[6] communications
[6] k12
[5] doublepell
[5] covid19

Top Hashtags in Tweet in G9:
[177] highered
[43] globaled
[21] highereducation
[14] africaed
[12] opensource
[11] scicu
[9] afghanistan
[9] ospo
[8] apereo
[7] taliban

Top Hashtags in Tweet in G10:
[88] highered
[41] universities
[23] uk
[22] research
[19] sustainability
[11] europe
[10] studyabroad
[10] horizon2020
[10] openscience
[9] sanord2021

Top Words
Top Words in Tweet in Entire Graph:
[4823] #highered
[1170] students
[699] more
[609] education
[546] university
[473] student
[463] higher
[433] learning
[430] college
[374] time

Top Words in Tweet in G1:
[67] braincures
[66] do_kinder
[50] ukri_ceo
[46] #highered
[44] ukri_news
[31] jeremyfarrar
[24] epsrc
[24] roysocchem
[23] 500womensci
[23] ig_highered

Top Words in Tweet in G2:
[617] #highered
[130] students
[103] more
[79] education
[60] #highereducation
[60] college
[58] learn
[58] university
[58] london
[52] higher

Top Words in Tweet in G3:
[616] #highered
[254] #edtech
[178] #education
[132] #elearning
[123] education
[118] students
[115] #highereducation
[103] higher
[102] eraser
[99] more

Top Words in Tweet in G4:
[224] #highered
[46] students
[41] student
[31] higher
[29] insidehighered
[28] join
[25] #highereducation
[25] college
[24] university
[22] more

Top Words in Tweet in G5:
[169] shoshanahjacobs
[162] #highered
[114] students
[69] person
[66] uofg
[50] chance
[48] today
[46] campus
[43] #cdnpse
[42] someone

Top Words in Tweet in G6:
[65] #highered
[32] education
[32] practicalped
[31] higher
[30] herdjournal
[27] #practicalpedagogy1
[26] #lthechat
[26] conference
[22] alejandroa
[20] research

Top Words in Tweet in G7:
[117] #highered
[89] nteu
[88] members
[53] nteunsw
[49] #securejobs
[47] nteunational
[46] usyd
[45] action
[41] online
[38] next

Top Words in Tweet in G8:
[135] #highered
[51] students
[37] college
[24] more
[22] #collegecompletionfund
[22] help
[19] time
[18] edlaborcmte
[17] honored
[17] annual

Top Words in Tweet in G9:
[176] #highered
[48] universities
[43] #globaled
[41] students
[40] education
[34] uniworldnews
[32] higher
[32] reports
[28] academic
[28] yldz_cemal

Top Words in Tweet in G10:
[88] #highered
[37] c_cripps
[32] students
[27] iau_aiu
[26] world
[24] iau_hesd
[24] join
[23] #uk
[23] #universities
[23] session

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[325] higher,education
[204] latest,job
[182] #highered,#highereducation
[126] learn,more
[117] coord,phd
[111] #highered,institutions
[111] covid,19
[101] higher,ed
[92] read,more
[87] nteu,members

Top Word Pairs in Tweet in G1:
[21] braincures,do_kinder
[21] elebelfiore,tanvir_h
[21] tanvir_h,epsrc
[21] epsrc,addyadelaine
[21] addyadelaine,ukri_news
[21] ukri_news,nercscience
[21] nercscience,ahrcpress
[21] ahrcpress,the_mrc
[21] the_mrc,bbsrc
[20] jeremyfarrar,michelle_cruk

Top Word Pairs in Tweet in G2:
[35] higher,education
[32] learn,more
[22] #highereducation,#highered
[19] #highered,#highereducation
[16] #gov,#highered
[16] london,greater
[14] #highered,leaders
[13] #education,#highered
[12] academic,year
[11] higher,ed

Top Word Pairs in Tweet in G3:
[88] #highered,#highereducation
[70] higher,education
[45] #highered,#edtech
[32] #k12,#highered
[30] #universidad,#university
[29] #education,#highered
[29] covid,19
[29] edtech_highered,#cdwsocial
[26] higher,ed
[25] #edtech,#elearning

Top Word Pairs in Tweet in G4:
[24] #highered,#highereducation
[15] higher,ed
[15] #highered,#elearning
[14] during,pandemic
[13] higher,education
[10] timeshighered,#highered
[10] dissertating,defending
[10] defending,during
[10] moderated,kayeanna88
[9] #highered,leaders

Top Word Pairs in Tweet in G5:
[41] chance,someone
[32] shoshanahjacobs,teach
[29] someone,classroom
[28] #highered,#cdnpse
[25] teach,course
[25] course,today
[25] today,person
[25] shoshanahjacobs,#highered
[23] #highered,leaders
[21] shoshanahjacobs,students

Top Word Pairs in Tweet in G6:
[30] higher,education
[18] education,research
[18] research,development
[13] until,start
[13] start,first
[13] first,practicalped
[13] practicalped,conference
[13] conference,#practicalpedagogy1
[10] #practicalpedagogy1,13th
[9] lthechat,chrisheadleand

Top Word Pairs in Tweet in G7:
[87] nteu,members
[40] #securejobs,#highered
[37] next,friday
[37] friday,join
[37] join,sallymcmanus
[37] sallymcmanus,nteu
[37] members,mass
[37] mass,online
[37] online,action
[37] action,#securejobs

Top Word Pairs in Tweet in G8:
[17] hey,#highered
[16] honored,second
[16] second,lady
[16] lady,commonwealth
[16] commonwealth,pennsylvania
[16] pennsylvania,giselefetterman
[16] giselefetterman,speaking
[16] speaking,annual
[16] #highered,peeps
[16] peeps,please

Top Word Pairs in Tweet in G9:
[27] higher,education
[26] esup,days
[26] days,#32
[19] #globaled,#highered
[18] yldz_cemal,fkuzu79
[18] #highered,#highereducation
[16] #highered,#globaled
[14] programme,complet
[14] complet,esup
[14] #32,vient

Top Word Pairs in Tweet in G10:
[22] #highered,#research
[19] #universities,around
[19] around,world
[19] world,engage
[18] #uk,#universitiesâ
[18] #universitiesâ,attractiveness
[18] attractiveness,foreign
[18] foreign,students
[18] students,under
[18] under,threat

Top Replied-To
Top Replied-To in Entire Graph:
@highered_itguy
@do_kinder
@braincures
@niinakayhko
@highered_gaming
@drbrainnerd
@harvard
@utafrith
@xsadshadowx
@erichoov

Top Replied-To in G1:
@do_kinder
@braincures
@utafrith
@elebelfiore
@optolia
@ajackiehunter
@jeremyfarrar
@ukri_ceo
@coyneoftherealm
@ukri_news

Top Replied-To in G2:
@christiecampus

Top Replied-To in G3:
@fanshawecollege
@ul
@dundeeuni
@cduni
@lagharimuhamma4
@toddzakrajsek
@knowledgeworks
@pewresearch
@mckinseydigital
@facultyfocus

Top Replied-To in G4:
@asu
@element451crm

Top Replied-To in G5:
@drdanielgillis
@imgrund
@tryangregory
@jacobshelley
@steph__lb
@westernu
@lbikos
@tattersallg
@maxwellsmith
@wishartae

Top Replied-To in G6:
@s_j_lancaster
@owenmarie
@jcbaggott
@shantonchang

Top Replied-To in G7:
@nswpandcfed

Top Replied-To in G8:
@territaylor
@brad_weiner
@gregabbott_tx
@govabbott
@workforcevan

Top Replied-To in G9:
@pattycorrigan
@ciopaige
@jayedwardmurray

Top Replied-To in G10:
@drvickylewis

Top Mentioned
Top Mentioned in Entire Graph:
@shoshanahjacobs
@eraser
@oracle
@hispanichighed
@higheredsurge
@uofg
@edtech_highered
@braincures
@do_kinder
@bppgroup

Top Mentioned in G1:
@braincures
@do_kinder
@ukri_ceo
@ukri_news
@jeremyfarrar
@roysocchem
@500womensci
@ig_highered
@tanvir_h
@epsrc

Top Mentioned in G2:
@kateszumanski
@acetaexec
@drderreth
@farukparmar2
@tusculum_univ
@agacollegeprep

Top Mentioned in G3:
@eraser
@edtech_highered
@etr_in
@rdene915
@dcbphdv2
@educause
@edsurge
@saphighered
@educausereview
@nyedtechteacher

Top Mentioned in G4:
@insidehighered
@centerformsis
@sdpinstitute
@uiainnovation
@timeshighered
@kayeanna88
@ncatsuaggies
@pndblog
@michiganstateu
@oregonstate

Top Mentioned in G5:
@shoshanahjacobs
@uofg
@glenpyle
@publichealthon
@westernu
@berondam
@drdanielgillis
@carleton_u
@disabledacadem
@ontuniv

Top Mentioned in G6:
@herdjournal
@practicalped
@alejandroa
@chrisheadleand
@herdsa_conf
@scottturneruon
@lthechat
@suebecks
@portsmouthuni
@mcec

Top Mentioned in G7:
@nteunsw
@nteunational
@sallymcmanus
@sydney_uni
@drmeagantyler
@conorduffynews
@abcnews
@rellypops
@jennaprice
@higherlearnadv

Top Mentioned in G8:
@edlaborcmte
@pacieglobal
@giselefetterman
@davidsoncollege
@dcadmission
@chrismarsicano
@saragoldrickrab
@thirdwayedu
@iheptweets
@itspgr

Top Mentioned in G9:
@uniworldnews
@yldz_cemal
@lseimpactblog
@esupportail
@fkuzu79
@forbes
@foreign_edctn
@usnewseducation
@tubakorkmaz_
@jayedwardmurray

Top Mentioned in G10:
@c_cripps
@iau_aiu
@iau_hesd
@chei_unicatt
@timeshighered
@uib
@sdgbergen
@vr
@jeaninegh
@thelocalfrance

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@oldlady12345
@cybersec_feeds
@chidambara09
@edinburghwatch
@femtech_
@geoffrey_payne
@independent
@meruemgi
@lizditz

Top Tweeters in G1:
@femtech_
@independent
@guardian
@googleexpertuk
@marting8177
@ignaciovalle3
@bbcnews
@patriotradionet
@nicochan33
@telegraph

Top Tweeters in G2:
@adaviswilliams
@gwoodi
@juansaaa
@mapsofworld
@seni_bl
@erika_borkoles
@trentmkays
@simpliteach
@alantonelson
@bevclack

Top Tweeters in G3:
@sectest9
@chidambara09
@cybersecurityn8
@artificialbra1n
@eraser
@foxnews
@akwyz
@shi4tech
@smittycanada1
@pythonexpertbot

Top Tweeters in G4:
@_silversmith
@botcybersec
@milaniolivera
@sierraclub
@pac12network
@specklight
@pndblog
@globalhealthbot
@news_nocode
@paulsnatchko

Top Tweeters in G5:
@viralvideovlogs
@alizardx
@tess_blue815
@jonesseeker
@guelphbugle
@jencages
@codewithtwitchi
@dawnbazely
@gforbes
@chadcrichton

Top Tweeters in G6:
@s_palm
@thartman2u
@scottturneruon
@hopkinsdavid
@drbritwilliams
@jamesclay
@proftomcrick
@suebecks
@s_j_lancaster
@aweltch

Top Tweeters in G7:
@geoffrey_payne
@minhkular
@corruptnsw
@raywilton4
@abcnews
@margarethollin1
@leftboomer
@lynmaree56
@todmoore3
@bondi_izzy

Top Tweeters in G8:
@politico
@gawlinskilaura
@blkhwk0ps
@saragoldrickrab
@ecmadtown
@edgehead58
@mick_frew
@jonneepac
@msfedor
@jon_esquibel

Top Tweeters in G9:
@mrproverbe
@huffpostpol
@forbes
@ft
@opensource_orgs
@wef
@nanwarner
@evanteijlingen
@in_stemm
@pythonroboto

Top Tweeters in G10:
@meruemgi
@costeslioneler
@lesechos
@france24
@france_in_world
@_open_science_
@timeshighered
@courrierinter
@davidpriceucl
@fraggyfred


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