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highered_2021-03-02_10-16-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 03, 2021
Short Description:
highered via NodeXL https://bit.ly/3bZFkTE
@braincures
@calstate
@c
@edubot_he
@luminafound
@cmdatascoop
@ussbriefs
@fmarmole
@curtisschin
@lseimpactblog

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

Description:
Description
The graph represents a network of 6,751 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, 02 March 2021 at 18:28 UTC.

The requested start date was Tuesday, 02 March 2021 at 01:01 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 5-day, 9-hour, 57-minute period from Wednesday, 24 February 2021 at 15:02 UTC to Tuesday, 02 March 2021 at 01:00 UTC.

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

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

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 6751
Unique Edges : 5650
Edges With Duplicates : 10732
Total Edges : 16382
Number of Edge Types : 5
MentionsInRetweet : 6343
Mentions : 3626
Retweet : 3972
Replies to : 325
Tweet : 2116
Self-Loops : 2199
Reciprocated Vertex Pair Ratio : 0.0461575065429455
Reciprocated Edge Ratio : 0.0882419831703434
Connected Components : 995
Single-Vertex Connected Components : 460
Maximum Vertices in a Connected Component : 3952
Maximum Edges in a Connected Component : 11409
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.604699
Graph Density : 0.00019298101241517
Modularity : 0.522436
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 6,751 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, 02 March 2021 at 18:28 UTC.

The requested start date was Tuesday, 02 March 2021 at 01:01 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 5-day, 9-hour, 57-minute period from Wednesday, 24 February 2021 at 15:02 UTC to Tuesday, 02 March 2021 at 01:00 UTC.

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

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

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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.commonapp.org/blog/common-app-revises-application-questions-sex-and-gender/
[18] https://www.nytimes.com/2021/02/24/us/a-college-admissions-rat-race.html
[16] https://www.wbur.org/cognoscenti/2021/02/26/826-boston-college-essays-immigrants-daca-julie-wittes-schlack
[15] https://www.scmp.com/comment/opinion/article/3122741/covid-19-collateral-foreign-students-locked-out-china-deserve
[15] https://www.forbes.com/sites/zackfriedman/2021/02/22/no-student-loans-50-colleges-with-reduced-or-free-tuition/
[14] https://www.thecollegefix.com/public-university-tells-education-student-he-cant-say-a-woman-is-a-woman-under-state-law/
[13] https://www.studentaidrefdesk.org/
[12] https://news.yahoo.com/public-schools-offer-honors-college-140746281.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAIVAbky_RuV2tV12Qk_oj-MW7yrZJZCtHQsqydLx3TQLMJ_E7g1qdTGiZsCeafaPQrD9UIUJVgycGmdv3GGzLIF1IM8zh55cGsrRuq7ytvGRROCT1DQ0CooYMLIlsjHHQ68sCIv_PtHk4_lebaUAOkqUV5ymKEz22aVW1HiUBrTa
[11] https://www.darkreading.com/attacks-breaches/universities-face-double-threat-of-ransomware-data-breaches/d/d-id/1340242
[11] https://www.usnews.com/education/best-colleges/paying-for-college/slideshows/colleges-where-the-most-students-borrow-private-loans

Top URLs in Tweet in G1:
[8] https://www.youtube.com/watch?v=zvNE0WL1pEE&feature=youtu.be

[8] https://www.k12prospects.com/?utm_source=twitter&utm_medium=posting-image&utm_campaign=quick-facts&utm_content=textlink
[7] https://Binary.OnlineClock.net
[6] https://www.edsurge.com/news/2019-01-02-teaching-with-technology-in-higher-ed-start-with-relationship-building?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[6] http://TheEdReporter.com
[5] https://higheredav.com/
[5] https://higheredav.com/#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjgxMTMiLCJ0b2dnbGUiOmZhbHNlfQ%3D%3D
[5] https://twitter.com/higheredav/status/1366466373434576905
[5] https://www.vice.com/en/article/7k9ag4/schools-are-abandoning-invasive-proctoring-software-after-student-backlash
[5] https://www.edsurge.com/news/2021-02-11-a-small-college-hopes-to-claim-artificial-intelligence-for-the-liberal-arts?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com

Top URLs in Tweet in G2:
[4] https://www.instagram.com/accounts/login/
[4] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[3] https://ww2.kqed.org/mindshift/2021/02/18/5-things-every-family-should-know-about-paying-for-college/
[3] https://www.insidehighered.com/views/2021/02/25/how-college-marketing-can-exacerbate-student-mental-health-issues-opinion
[3] https://us.allegion.com/en/home/markets/higher-education/tips-for-a-campus-hardware-assessment.html
[2] https://www.finlandia.edu/embrace-your-sisu/?utm_campaign=coschedule&utm_source=twitter&utm_medium=FinlandiaU
[2] https://www.visualcapitalist.com/the-evolution-of-higher-education-5-global-trends-to-watch/
[2] https://cunyba.cuny.edu/news/spring-2021-scholarships-applications/
[2] https://www.yamagata-u.ac.jp/jp/
[2] https://www.govevents.com/GWP-Branding-education/

Top URLs in Tweet in G3:
[6] http://www.downingedtech.com/
[3] https://apply.interfolio.com/84058
[3] http://pulse.ncpolicywatch.org/2021/02/25/national-fayetteville-state-alumni-association-opposes-new-chancellor-selection-process/
[2] https://wonkhe.com/blogs/the-pandemic-has-decimated-the-university-experience-how-can-we-put-that-right/
[1] https://buzz.libwizard.com/f/myliblifereality?fbclid=IwAR1gIQHwkjhL_baIngtwRZ_vCMP2Wkx22KSwEg_gUDDQ4BrnXyDwK-b8YV8
[1] https://www.modernthink.com/updating-parental-leave-policies-in-higher-education/
[1] https://www.linkedin.com/pulse/gender-inequality-stem-krzysztof-potempa/
[1] https://www.forbes.com/sites/advisor/2020/10/19/women-are-leaving-the-workplace-in-record-numbers-and-we-dont-know-when-theyll-be-back/
[1] https://twitter.com/BRAINCURES/status/1362539756903628802
[1] https://twitter.com/NIHDirector/status/1101139573474758656?s=20

Top URLs in Tweet in G4:
[8] https://www.ppic.org/event/a-conversation-with-california-state-university-chancellor-joseph-i-castro/
[6] https://www.csun.edu/node/11001/california-briefing-25-years-hsis
[5] http://www.edexcelencia.org/25yrs-HSIs
[4] https://www.youtube.com/watch?v=JRYNfgn-abk&feature=youtu.be

[3] https://www.thirdway.org/series/repository-of-third-ways-higher-education-public-opinion-research
[3] https://www.moodys.com/research/Privatized-Student-Housing-US-Projects-that-had-solid-credit-pre--PBM_1255791?cid=GAR9PTU7VKT2671
[2] https://excelencia.secure-platform.com/a/solicitations/14/home
[2] https://twitter.com/DiverseIssues/status/1366240385144610816
[2] https://twitter.com/ASKNCELA1/status/1366401482761920513
[2] https://diversity.utah.edu/event/friday-forum-racial-equity-philanthropy/

Top URLs in Tweet in G5:
[2] https://twitter.com/TheeMaryWilson/status/1366165526565834753
[2] https://www.dallasnews.com/news/education/2021/02/25/texas-college-students-struggle-with-bills-after-winter-storm-disrupted-campus-jobs/
[1] https://www.dallasnews.com/news/education/2021/02/26/collin-college-again-pushes-out-professor-critical-of-administrations-handling-of-covid-19-free-speech/
[1] https://podcasts.apple.com/us/podcast/historically-thinking/id965914326?i=1000505089025

Top URLs in Tweet in G6:
[15] https://www.scmp.com/comment/opinion/article/3122741/covid-19-collateral-foreign-students-locked-out-china-deserve
[5] http://www.expat.com/
[3] https://www.bangkokpost.com/opinion/opinion/2074891/closed-borders-need-not-mean-closed-minds
[3] https://twitter.com/CurtisSChin/status/1365309826411208705?s=20
[2] https://www.rappler.com/voices/thought-leaders/opinion-rethinking-studying-abroad-covid-19
[1] https://www.news.com.au/travel/travel-updates/travel-stories/international-students-receive-exemptions-to-travel-to-australia-for-study/news-story/ef436b9e557440652d82ed5d9715610f
[1] https://www.expat.com/en/expat-mag/5063-return-to-china-international-students-frustrated-about-uncertainty.html
[1] https://twitter.com/valaafshar/status/1365144906751213568
[1] https://www.scmp.com/news/china/diplomacy/article/3115244/coronavirus-visa-uncertainty-turns-foreign-students-against?utm_source=Twitter&utm_medium=share_widget&utm_campaign=3115244
[1] https://twitter.com/ValaAfshar/status/1366499386700816387

Top URLs in Tweet in G7:
[20] https://www.commonapp.org/blog/common-app-revises-application-questions-sex-and-gender/
[12] https://www.studentaidrefdesk.org/
[2] https://www.durbin.senate.gov/newsroom/press-releases/durbin-cohen-it-is-time-for-congress-to-close-loophole-that-encourages-for-profit-colleges-to-target-veterans-and-service-members
[1] http://bizj.us/1q90i4
[1] http://bizj.us/1q8xq4
[1] http://bizj.us/1q9029
[1] https://www.nasfaa.org/courtney_thompson
[1] https://www.nasfaa.org/uploads/documents/NASFAA_endorsement_letter_Dream_Act.pdf
[1] https://www.nasfaa.org/news-item/24812/In_a_Changing_Academic_Landscape_Importance_of_Early_Intervention_in_Financial_Aid_Awareness_Remains_Constant
[1] https://www.nasfaa.org/Investing_in_Our_Future#.YAnnvWAPkuU.twitter

Top URLs in Tweet in G8:
[11] https://www.darkreading.com/attacks-breaches/universities-face-double-threat-of-ransomware-data-breaches/d/d-id/1340242
[7] https://www.businesschief.com/human-capital/opinion-educating-and-training-workforce-future
[4] https://www.ijpr.org/show/the-jefferson-exchange/2021-02-19/mon-9-am-doing-the-things-we-do-well-human-work
[4] https://www.zdnet.com/article/ransomware-sharp-rise-in-attacks-against-universities-as-learning-goes-online/
[4] https://leadershipblog.act.org/2021/02/market-research-covid-19-effect-on-test-optional.html?cid=social:twitter:bau-media-thought-leadership-and-advocacy--:dc_1740-internal-organic-022521-mr019339-&utm_medium=social&utm_source=twitter&utm_campaign=bau-media-thought-leadership-and-advocacy--&utm_content=dc_1740-internal-organic-022521-mr019339-ctt
[3] https://5f879173ac5c4668914f1239c87bdda2.marketingusercontent.com/m/view/rqTzDVxj6CuLBdDQcSXR8BkZGvqSb8hBReFCCya0ppgx?msdynttrid=g06V6PwRY6S-_mGet94Qszzjvqcy7BB_MW6gQcUB338
[2] https://www.brookings.edu/research/the-economic-case-for-doubling-the-pell-grant/
[2] https://www.poynter.org/business-work/2021/i-graduated-during-the-covid-19-pandemic-its-not-going-well/
[2] http://rpkgroup.com/five-best-practices-to-create-sustainable-credit-for-prior-learning-programs-on-campuses/
[1] https://theconversation.com/a-century-that-profoundly-changed-universities-and-their-campuses-151765?utm_source=twitter&utm_medium=bylinetwitterbutton

Top URLs in Tweet in G9:
[4] https://www.zdnet.com/article/ransomware-sharp-rise-in-attacks-against-universities-as-learning-goes-online/
[3] https://er.educause.edu/articles/2021/2/data-privacy-in-higher-education-yes-students-care
[3] https://zoom.us/webinar/register/6316105676642/WN_62g42FGgRECpZy5v2k3sxw
[2] https://www.ecampusnews.com/2021/02/03/humanizing-education-with-community/
[2] https://www.ecampusnews.com/2021/02/12/bridging-the-educational-divide-with-tech-skilling/
[2] https://www.eschoolnews.com/2021/02/15/effective-online-course-design-starts-with-people/
[2] https://www.theguardian.com/education/2021/feb/16/the-future-of-online-learning-the-long-term-trends-accelerated-by-covid-19
[2] https://www.gwhatchet.com/2021/02/16/students-add-jobs-heavier-course-loads-to-online-learning-schedules/
[2] https://www.chronicle.com/article/too-much-for-students-to-handle-why-one-university-decided-to-do-away-with-ras
[2] https://www.ashe.ws/ethicswebinar

Top URLs in Tweet in G10:
[2] https://www.academica.ca/top-ten/cambrian-launches-video-game-design-program
[1] https://www.academica.ca/top-ten/u-t-novo-nordisk-set-40m-research-network-type-2-diabetes
[1] https://www.academica.ca/top-ten/ulethbridge-aurora-college-stu-announce-plans-fall-semester
[1] https://www.academica.ca/top-ten/announces-new-tuition-free-psw-program-all-24-colleges
[1] https://www.academica.ca/top-ten/universities-not-students-need-address-ongoing-human-rights-issues
[1] https://www.academica.ca/top-ten/implications-ontario-court-appeal%E2%80%99s-decisions-subway-debacle-romano
[1] https://www.academica.ca/top-ten/expanding-potential-professional-trajectories-opinion
[1] https://www.academica.ca/top-ten/sudbury-community-leaders-concerned-about-impacts-laurentian%E2%80%99s-restructuring
[1] https://www.academica.ca/top-ten/institutions-investigate-allegations-racism-campus-and-surrounding-communities
[1] https://www.academica.ca/top-ten/heritage-students-staff-warn-caps-english-language-cegep-could-backfire

Top Domains
Top Domains in Tweet in Entire Graph:
[441] twitter.com
[95] insidehighered.com
[77] blogspot.com
[70] linkedin.com
[66] hispanicsinhighered.com
[60] undergradeasier.com
[59] ac.uk
[55] medium.com
[52] careerarc.com
[52] theguardian.com

Top Domains in Tweet in G1:
[75] blogspot.com
[52] voicestorm.com
[50] twitter.com
[39] edsurge.com
[36] medium.com
[24] edtechmagazine.com
[16] educause.edu
[16] higheredav.com
[13] linkedin.com
[12] youtube.com

Top Domains in Tweet in G2:
[71] twitter.com
[43] theguardian.com
[35] careerarc.com
[22] vision33.com
[20] insidehighered.com
[16] linkedin.com
[13] chronicle.com
[8] edsurge.com
[8] medium.com
[7] dy.si

Top Domains in Tweet in G3:
[6] downingedtech.com
[6] linkedin.com
[5] twitter.com
[4] ncpolicywatch.org
[3] interfolio.com
[3] agb.org
[2] wonkhe.com
[1] libwizard.com
[1] modernthink.com
[1] forbes.com

Top Domains in Tweet in G4:
[28] twitter.com
[13] insidehighered.com
[11] philanthropynewsdigest.org
[9] ppic.org
[6] csun.edu
[5] edexcelencia.org
[5] thirdway.org
[5] moodys.com
[4] zoom.us
[4] youtube.com

Top Domains in Tweet in G5:
[3] dallasnews.com
[2] twitter.com
[1] apple.com

Top Domains in Tweet in G6:
[16] scmp.com
[6] expat.com
[5] twitter.com
[3] bangkokpost.com
[2] rappler.com
[1] com.au
[1] radian6.com

Top Domains in Tweet in G7:
[20] commonapp.org
[12] studentaidrefdesk.org
[8] twitter.com
[4] nasfaa.org
[3] bizj.us
[3] aspeninstitute.org
[2] ed.gov
[2] senate.gov
[2] nacacnet.org
[2] chronicle.com

Top Domains in Tweet in G8:
[11] darkreading.com
[7] businesschief.com
[5] zdnet.com
[5] twitter.com
[5] rpkgroup.com
[5] act.org
[4] ijpr.org
[3] luminafoundation.org
[3] marketingusercontent.com
[2] brookings.edu

Top Domains in Tweet in G9:
[10] higheredjobs.com
[8] chronicle.com
[5] zoom.us
[5] twitter.com
[4] ecampusnews.com
[4] educause.edu
[4] zdnet.com
[3] insidehighered.com
[3] eschoolnews.com
[2] universitybusiness.com

Top Domains in Tweet in G10:
[35] academica.ca
[2] twitter.com
[1] instagram.com
[1] centennialcollege.ca
[1] heqco.ca
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4695] highered
[296] edtech
[274] education
[274] highereducation
[259] college
[179] covid19
[152] edchat
[138] elearning
[129] universities
[122] mypov



Top Hashtags in Tweet in G1:
[584] highered
[214] edtech
[115] education
[89] elearning
[59] highereducation
[54] universidad
[52] edchat
[52] cdwsocial
[50] avtweeps
[44] k12

Top Hashtags in Tweet in G2:
[614] highered
[61] highereducation
[37] education
[25] college
[25] edchat
[22] elearning
[21] covid19
[18] edtech
[18] academictwitter
[15] engineering

Top Hashtags in Tweet in G3:
[51] highered
[9] scicomm
[7] womeninstem
[6] edtech
[6] academictwitter
[5] womenintech
[5] elearning
[4] researchculture
[3] librarians
[3] blackandstem

Top Hashtags in Tweet in G4:
[203] highered
[16] latinostudentsuccess
[15] ppicevents
[13] calstate
[13] covid19
[8] highereducation
[8] hsis
[7] philanthropy
[6] mba
[6] sapro

Top Hashtags in Tweet in G5:
[233] highered
[3] texasfreeze
[1] 1stamendment
[1] writing
[1] rhetcomp
[1] texaswinterstorm
[1] txlege
[1] txed

Top Hashtags in Tweet in G6:
[122] mypov
[95] china
[86] highered
[83] intlstudents
[78] compassion
[78] communications
[78] consistency
[77] takeusbacktoschool
[56] socialmedia
[56] hashtags

Top Hashtags in Tweet in G7:
[106] highered
[20] commonapp
[20] collegeaccess
[13] covid19
[10] admissions
[8] k12
[6] nextgen
[6] happyhour
[5] fachat
[5] college

Top Hashtags in Tweet in G8:
[89] highered
[17] education
[13] humanwork
[8] educationequity
[7] highereducation
[7] dyk
[6] borrowersofcolor
[6] cui
[6] infosec
[5] ransomware

Top Hashtags in Tweet in G9:
[108] highered
[10] higheredjobs
[8] elearning
[6] ransomware
[5] sagrad
[4] cybersecurity
[4] facultylife
[3] dataprivacy
[3] universities
[3] sapro

Top Hashtags in Tweet in G10:
[56] highered
[47] cdnpse
[7] blackhistorymonth
[4] edtech
[4] research
[3] onpoli
[3] psw
[3] personalsupportworker
[2] covid19
[2] sk

Top Words
Top Words in Tweet in Entire Graph:
[4693] #highered
[1172] students
[702] more
[656] education
[539] higher
[511] college
[421] join
[412] student
[335] today
[330] university

Top Words in Tweet in G1:
[584] #highered
[214] #edtech
[115] #education
[113] students
[107] learning
[89] #elearning
[87] education
[86] higher
[84] eraser
[71] edtech_highered

Top Words in Tweet in G2:
[613] #highered
[94] students
[75] education
[75] more
[65] higher
[61] #highereducation
[59] college
[46] job
[43] work
[43] learning

Top Words in Tweet in G3:
[50] #highered
[31] braincures
[24] techscommit
[22] do_kinder
[20] uk
[20] national
[19] jeremyfarrar
[19] universitiesuk
[19] technicians
[18] future

Top Words in Tweet in G4:
[203] #highered
[79] students
[58] join
[57] calstate
[53] college
[51] chancellor
[51] edexcelencia
[43] josephicastro
[42] conversation
[40] more

Top Words in Tweet in G5:
[237] ldburnett
[233] #highered
[221] news
[221] account
[220] breaking
[220] deleting
[220] entire
[220] twitter
[220] obliged
[220] preserve

Top Words in Tweet in G6:
[265] curtisschin
[200] greater
[195] students
[123] international
[123] education
[122] #mypov
[122] higher
[122] challenging
[122] times
[122] deserve

Top Words in Tweet in G7:
[106] #highered
[45] students
[36] open
[26] world
[25] system
[25] debt
[24] college
[24] nowhere
[24] calcifying
[24] highered

Top Words in Tweet in G8:
[89] #highered
[29] luminafound
[27] students
[23] data
[17] work
[17] #education
[16] colleagues
[15] jamiemerisotis
[15] universities
[15] ransomware

Top Words in Tweet in G9:
[108] #highered
[35] students
[17] learning
[16] online
[15] chronicle
[14] higher
[11] student
[11] institutions
[11] help
[11] education

Top Words in Tweet in G10:
[56] #highered
[48] more
[47] #cdnpse
[42] read
[16] racism
[16] report
[16] nathan_andrews1
[15] institutions
[13] academicatopten
[13] very

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[352] higher,education
[235] #highered,news
[228] breaking,#highered
[225] twitter,account
[224] news,deleting
[224] deleting,entire
[224] entire,twitter
[224] account,obliged
[224] obliged,preserve
[224] preserve,legal

Top Word Pairs in Tweet in G1:
[63] #highered,#edtech
[48] higher,ed
[48] #highered,institutions
[39] #highered,#highereducation
[38] #edtech,#avtweeps
[36] higher,education
[32] #edtech,#highered
[24] ecampusnews,#cdwsocial
[22] #educación,#education
[21] #k12,#highered

Top Word Pairs in Tweet in G2:
[43] higher,education
[25] #highereducation,#highered
[21] higher,ed
[20] #highered,#highereducation
[17] learn,more
[17] oklahoma,city
[16] #highered,#elearning
[15] #highered,#edchat
[13] #education,#highered
[12] covid,19

Top Word Pairs in Tweet in G3:
[18] policy,commission
[17] help,shape
[17] shape,future
[17] future,technicians
[17] technicians,#highered
[17] #highered,uk
[17] uk,first
[17] first,policy
[17] commission,investigating
[17] investigating,national

Top Word Pairs in Tweet in G4:
[43] chancellor,josephicastro
[42] calstate,chancellor
[29] conversation,calstate
[26] long,term
[25] josephicastro,short
[25] short,long
[19] term,priorities
[17] join,wide
[17] wide,ranging
[17] ranging,conversation

Top Word Pairs in Tweet in G5:
[220] breaking,#highered
[220] #highered,news
[220] news,deleting
[220] deleting,entire
[220] entire,twitter
[220] twitter,account
[220] account,obliged
[220] obliged,preserve
[220] preserve,legal
[220] legal,purposes

Top Word Pairs in Tweet in G6:
[122] #mypov,international
[122] international,higher
[122] higher,education
[122] education,students
[122] students,challenging
[122] challenging,times
[122] times,deserve
[122] deserve,greater
[98] greater,compassion
[78] scmpnews,commentary

Top Word Pairs in Tweet in G7:
[24] nowhere,world
[24] world,calcifying
[24] calcifying,open
[24] open,highered
[24] highered,system
[24] system,debt
[24] debt,prestige
[24] prestige,races
[24] races,defunding
[23] tressiemcphd,nowhere

Top Word Pairs in Tweet in G8:
[11] universities,face
[11] face,double
[11] double,threat
[11] threat,ransomware
[11] ransomware,data
[11] data,breaches
[11] breaches,roblemos
[11] roblemos,#education
[10] undergrad,grad
[10] grad,students

Top Word Pairs in Tweet in G9:
[9] #highered,#higheredjobs
[8] #highered,#elearning
[7] higher,education
[6] academic,friends
[6] friends,resources
[6] resources,found
[6] found,helpful
[6] helpful,developing
[6] developing,literature
[6] literature,review

Top Word Pairs in Tweet in G10:
[46] #cdnpse,#highered
[42] read,more
[22] #highered,read
[12] report,cbc's
[12] cbc's,fifth
[12] fifth,estate
[12] estate,very
[12] very,sad
[12] sad,troubling
[12] troubling,fact

Top Replied-To
Top Replied-To in Entire Graph:
@highered_gaming
@akilfletcher
@highered_itguy
@kishonnagray
@do_kinder
@edtech_highered
@avsuperfriends
@amylaitinen1
@higheredav
@penney_highered

Top Replied-To in G1:
@avsuperfriends
@edtech_highered
@higheredav
@josiahway
@ssireview
@av_jamesking
@avreneekc
@pewresearch
@inc
@edutopia

Top Replied-To in G2:
@getunifyed

Top Replied-To in G3:
@do_kinder
@dgurdasani1
@academicparity
@nonprofit_phd
@ajackiehunter

Top Replied-To in G4:
@amylaitinen1
@territaylor
@highered_rob
@kevinmccartyca
@adcollegeopp
@kery_murakami
@josieahlquist
@saragoldrickrab
@sheeoed
@moodyadvisor

Top Replied-To in G5:
@literature_lady

Top Replied-To in G6:
@fawadcute1
@xnervosax
@nagitejpal
@aarushimehta9
@_10winterbear
@gurkira52183619
@m24523961
@gouthamsankar
@letusbacktoaus
@takeustochina

Top Replied-To in G7:
@celestelabedz
@angelbperez

Top Replied-To in G8:
@luminafound
@ficci_hes
@rpk_group
@highered_rob

Top Replied-To in G9:
@drbeckymartinez
@mizzou

Top Replied-To in G10:
@penney_highered
@miranda_batten1
@lifeatuoft
@cleantechcommon
@settlecollege
@centennialedu
@amylin1962
@creativecloud
@cented7
@procreate

Top Mentioned
Top Mentioned in Entire Graph:
@curtisschin
@ldburnett
@c
@advancehe
@scmpnews
@adilnajam
@eraser
@edtech_highered
@calstate
@jaslyxfan

Top Mentioned in G1:
@eraser
@edtech_highered
@higheredav
@higheredsurge
@ecampusnews
@educause
@josiahway
@patrlynch
@av_jamesking
@centerformsis

Top Mentioned in G2:
@skrabut
@drbruceajohnson
@tusculum_univ
@solusuk
@goodtwitty

Top Mentioned in G3:
@braincures
@techscommit
@jeremyfarrar
@universitiesuk
@evidencebase_im
@do_kinder
@1752group
@wb_uk
@whistleuk
@universityappg

Top Mentioned in G4:
@calstate
@josephicastro
@edexcelencia
@ppicnotes
@ualbany
@suny
@sunyrockland
@cuny
@tlharnisch
@calcommcolleges

Top Mentioned in G5:
@ldburnett
@c
@talirichman
@dallasnews
@collincol
@evianeleidig
@nativeamtext
@valeriaoliesc
@collincollege
@tressiemcphd

Top Mentioned in G6:
@curtisschin
@scmpnews
@gouthamsankar
@_10winterbear
@aarushimehta9
@valaafshar
@nagitejpal
@xnervosax
@gurkira52183619
@m24523961

Top Mentioned in G7:
@tressiemcphd
@commonapp
@nasfaa
@angelbperez
@justindraeger
@collegewise
@fafsa
@aspenhighered
@govkemp
@matthewboedy

Top Mentioned in G8:
@luminafound
@jamiemerisotis
@roblemos
@vmvogel
@drkwheatle
@tracychenmedia
@rutgersifh
@chris52nd
@jamesondlopez
@atachine

Top Mentioned in G9:
@chronicle
@rayschroeder
@asheoffice
@sheenak2
@sonjaardoin
@naspafaculty
@poliscibell
@bebraven
@trellis_company
@zdnet

Top Mentioned in G10:
@nathan_andrews1
@academicatopten
@cbc
@smuhalifax
@centennialedu
@uoft
@cambriancollege
@bioenterpriseca
@trentuniversity
@usask

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@sectest9
@dichristine
@chidambara09
@femtech_
@independent
@indiatoday
@b1e56df9ce6549f
@rapplerdotcom
@jjj5819

Top Tweeters in G1:
@chidambara09
@eraser
@uncjay1
@nancyrubin
@ml_tweet_bot
@hubofml
@danzadanceorg
@trendsinai
@elmundoes
@mrtallerjerry

Top Tweeters in G2:
@nikhilchhajar
@gwoodi
@goodtwitty
@gate_15_analyst
@seni_bl
@prepforcollege
@iconohash
@slippinjimmym
@mcleod
@kiddycharts

Top Tweeters in G3:
@femtech_
@independent
@googleexpertuk
@tigerbeat
@bbcnews
@telegraph
@drumeshprabhu
@rednationrising
@realscientists
@grayhairjoe

Top Tweeters in G4:
@vivmilano
@washingtonpost
@latimes
@chuckdalldorf
@ap
@fastcompany
@npr
@cassomalley1
@_shireenahmed_
@linzsports

Top Tweeters in G5:
@zentaoprincess
@maripuerta
@ae4ca
@lellingw
@conjja
@apexnerd
@lulu82824
@gallerychapel
@theon_orbis
@lseefeldt3

Top Tweeters in G6:
@dichristine
@rapplerdotcom
@valaafshar
@scmpnews
@thethegrinch7
@mariaressa
@bangkokpostnews
@curtisschin
@syalsasenja
@ecaatstate

Top Tweeters in G7:
@carrybeyond
@deesbarbara
@tressiemcphd
@chrisjlmcdonald
@blainehashimoto
@cclovephd
@matthewboedy
@k_sarah_sera
@surlybassey
@scottgr60613

Top Tweeters in G8:
@sectest9
@cybersecurityn8
@tarundsnaol
@yahoofinance
@carolinaleo66
@frahector
@hostinfonet
@jc_vazquez
@researchbuzz
@conversationedu

Top Tweeters in G9:
@oldlady12345
@zdnet
@iamdrwill
@gdprai
@cybazesocial
@dannyjpalmer
@kylegriffin1
@thartman2u
@cloud_cio_
@kukharenko

Top Tweeters in G10:
@mimproxyble
@cbc
@nait
@wandyknight1
@centennialedu
@audieklotz
@procreate
@allthingsregal
@mcgillu
@senecacollege


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