highered, Twitter, 7/2/2019 11:39:41 PM, 201829


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highered_2019-07-02_11-45-31.xlsx
highered_2019-07-02_11-45-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 02, 2019
Short Description:
highered via NodeXL http://bit.ly/2YvpVCG
@getsetlearning
@cmdatascoop
@goodwinmj
@collegeinsights
@eraser
@timeshighered
@marychristiefnd
@higheredsurge
@landryst
@aascu

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

Description:
Description
The graph represents a network of 3,999 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 July 2019 at 18:47 UTC.

The requested start date was Monday, 01 July 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 13-hour, 17-minute period from Thursday, 27 June 2019 at 10:42 UTC to Monday, 01 July 2019 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 : 3999
Unique Edges : 5051
Edges With Duplicates : 2478
Total Edges : 7529
Number of Edge Types : 3
Mentions : 5894
Tweet : 1533
Replies to : 102
Self-Loops : 1533
Reciprocated Vertex Pair Ratio : 0.0436325678496868
Reciprocated Edge Ratio : 0.0836167233446689
Connected Components : 632
Single-Vertex Connected Components : 265
Maximum Vertices in a Connected Component : 2196
Maximum Edges in a Connected Component : 5218
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.829397
Graph Density : 0.000312671964889672
Modularity : 0.622846
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] https://www.usatoday.com/story/money/2019/06/27/work-colleges-pay-your-tuition-but-you-work-earn/1564723001/
[21] https://hechingerreport.org/opinion-the-dangerous-message-in-skipping-college/
[18] https://medium.com/@eraser/interview-dr-hironao-takahashi-ph-d-a3f21d7edfa2?source=friends_link&sk=658316d12ffdb0831ca2723e5375f011
[15] http://e-learning-teleformacion.blogspot.com/2019/06/disruptive-innovation-in-higher.html
[15] https://www.usnews.com/education/best-colleges/paying-for-college/articles/2019-06-25/the-cost-of-private-vs-public-colleges
[15] https://www.nytimes.com/2019/06/26/technology/google-university-chicago-data-sharing-lawsuit.html
[15] https://www.ivywise.com/mailing-list/
[13] https://www.insidehighered.com/admissions/article/2019/06/17/four-more-colleges-drop-standardized-test-requirements-admissions
[12] https://twitter.com/bryanalexander/status/1144788424668454912
[12] https://www.timeshighereducation.com/features/why-cant-students-recognise-transferable-skills

Top URLs in Tweet in G1:
[15] https://www.ivywise.com/mailing-list/
[8] https://www.cengage.co.uk/unstoppable-minds-blog/unstoppable-minds-our-views-brexit-study-international-business/?utm_source=CengageEMEA&utm_medium=twitter_organic&utm_campaign=25.06.19
[8] http://marychristiefoundation.org/mcfeed/619-625/#diversity-and-inclusion
[7] https://www.ivywise.com/ivywise-knowledgebase/college-admissions-guide/
[6] https://www.hepi.ac.uk/2019/06/29/five-challenges-to-address-during-university-strategy-development/
[5] https://centridiricerca.unicatt.it/chei-9447.html
[4] https://www.k12academics.com/Education
[4] Worldwide/Education
[4] in
[4] Japan/higher-education-japan

Top URLs in Tweet in G2:
[18] https://medium.com/@eraser/interview-dr-hironao-takahashi-ph-d-a3f21d7edfa2?source=friends_link&sk=658316d12ffdb0831ca2723e5375f011
[11] http://e-learning-teleformacion.blogspot.com/2019/06/disruptive-innovation-in-higher.html
[8] http://e-learning-teleformacion.blogspot.com/2018/10/the-neurology-of-gaming-infographic.html
[8] https://medium.com/@eraser/interview-with-dee-kanejiya-merging-education-and-ai-with-blockchain-9ef56978aa1c?source=friends_link&sk=eaa266f3d00e4ffbe4dc9800617704ea
[7] http://e-learning-teleformacion.blogspot.com/2019/06/u-ranking-2019-7-edicion-indicadores.html
[7] http://e-learning-teleformacion.blogspot.com/2019/06/volume-24-number-3-4-march-2019-first.html
[7] http://e-learning-teleformacion.blogspot.com/2019/06/la-blockchain-au-service-de-leducation.html
[6] https://e-learning-teleformacion.blogspot.com/2019/06/vol-22-num-1-2019-revista-educacion-xx1.html
[5] https://2019.wpcampus.org/
[5] http://e-learning-teleformacion.blogspot.com/2019/04/recent-work-in-connectivism-ii-video.html

Top URLs in Tweet in G3:
[3] https://www.century.edu/
[3] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[3] -
[3] book1.htm#.ULzcFmf77qw
[2] https://www.mcguirewoods.com/client-resources/Alerts/2019/6/nonprofit-colleges-universities-must-promptly-report-triggering-events
[2] https://www.youtube.com/watch?v=64ypV27k6Y8&feature=youtu.be

[2] https://bowtieadmission.wordpress.com/2019/06/28/opportunities-for-careers-in-higher-ed-and-a-little-speed-dating-with-quad-cities-interns-quadcities-quadcitizen-highered-higheredjobs-liberalarts-augustanacollege/
[2] https://www.acorio.com/fast-track-service-management-itsm-major-canadian-university/?utm_content=94906885&utm_medium=social&utm_source=twitter&hss_channel=tw-1222147135
[2] https://u2b.com/2019/06/27/carnegie-mellon-argo-team-up-to-get-autonomous-vehicles-on-the-road/
[2] https://u2b.com/2019/06/28/oxford-brookes-builds-contract-reading-app-to-lighten-lawyers-load/

Top URLs in Tweet in G4:
[17] https://hechingerreport.org/opinion-the-dangerous-message-in-skipping-college/
[4] https://www.edsurge.com/news/2019-06-25-higher-ed-has-become-an-entrepreneurial-and-philanthropic-wild-west?utm_content=bufferf2e34&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2019-06-06-reup-education-raises-6-million-series-a-to-help-college-dropouts-return?utm_content=bufferedb5b&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.folio.ca/phd-studies-pay-off-for-most-graduates-new-study-shows/
[3] https://www.edsurge.com/news/2019-06-25-higher-ed-has-become-an-entrepreneurial-and-philanthropic-wild-west?utm_campaign=site&utm_content=share-627
[3] https://collegepulse.com/2019/05/how-involved-are-parents-in-the-college-admissions-process.html
[3] https://www.edsurge.com/news/2017-11-22-how-professors-can-bring-culturally-responsive-teaching-to-online-courses?utm_content=bufferb68f0&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2017-12-22-beyond-design-thinking-why-education-entrepreneurs-need-to-think-in-systems?utm_content=buffer7ac23&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2017-02-20-colleges-remake-remedial-education-by-going-back-to-high-school?utm_content=bufferb1d2a&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2017-02-20-face-to-face-using-videoconferencing-to-create-a-shared-virtual-space-for-students?utm_content=buffer476a8&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer

Top URLs in Tweet in G5:
[4] https://www.educationdive.com/news/23-colleges-and-groups-get-1838m-to-expand-apprenticeships/557725/
[4] https://www.educationdive.com/news/with-skills-mapping-colleges-create-a-universal-language-to-explain-valu/557422/
[4] https://www.higheredtoday.org/2019/06/26/erasing-community-college-stigma/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=articles_rm
[4] https://trainingindustry.com/articles/workforce-development/professional-certificates-increasing-access-to-post-secondary-education-closing-skills-gaps/?utm_medium=social&utm_campaign=trainingindustry&utm_source=twitter
[3] https://www.educationdive.com/news/report-hbcus-make-a-big-impact-with-a-small-footprint/557764/
[3] https://www.educationdive.com/news/how-colleges-are-reshaping-remedial-education/557120/
[3] https://www.educationdive.com/news/short-term-pell-grants-gain-more-support-in-congress/557854/
[3] https://www.educationdive.com/news/associate-degrees-in-liberal-arts-are-on-the-rise-study-finds/557833/
[3] https://www.ecampusnews.com/?p=92339
[2] https://www.educationdive.com/news/supreme-court-decision-could-limit-ed-depts-power-to-regulate-title-ix/544669/

Top URLs in Tweet in G6:
[4] https://www.thecollegefix.com/campus-speech-codes-endangered-by-supreme-court-trademark-ruling-legal-experts/
[1] https://www.thetimes.co.uk/article/mob-rule-is-crushing-free-speech-on-campus-30269p6q9?shareToken=979165497957ac3caae18d96ad477d45
[1] https://www.thecollegefix.com/a-jury-was-set-to-hear-this-accused-students-story-yale-settled-to-avoid-it/

Top URLs in Tweet in G7:
[7] https://www.arnoldventures.org/podcasts/podcast-taxpayers-are-writing-a-blank-check-to-higher-education-can-we-get-more-for-our-money
[4] https://www.arnoldventures.org/stories/takeaways-what-was-said-and-what-wasnt-in-two-nights-of-democratic-debates
[3] https://www.americanprogress.org/issues/education-postsecondary/reports/2019/06/27/471242/those-left-behind/
[2] https://www.philanthropydaily.com/the-real-story-behind-alabamas-return-of-26m-gift-to-law-school-donor/?hootPostID=ac455a93a09c6d8656d36c03593e02fd
[2] http://www.aei.org/events/promoting-accountability-in-higher-education-finding-common-ground/
[2] https://higherlearningadvocates.org/resource/state-profiles/?mc_cid=3bb9cdecb5&mc_eid=f966ef82f6
[2] https://www.thirdway.org/polling/beyond-free-college-and-free-markets-voters-want-greater-accountability-in-higher-ed?utm_source=Third+Way+Subscribers&utm_campaign=460818b8dc-EMAIL_CAMPAIGN_2019_04_15_02_26_COPY_01&utm_medium=email&utm_term=0_8952c391fb-460818b8dc-228850253
[2] https://higherlearningadvocates.org/resource/101-resources/
[2] https://www.insidehighered.com/news/2019/06/27/rural-areas-lag-degree-attainment-while-urban-areas-feature-big-racial-gaps?utm_source=Inside+Higher+Ed&utm_campaign=071e1c4505-DNU_2019_COPY_01&utm_medium=email&utm_term=0_1fcbc04421-071e1c4505-199397405&mc_cid=071e1c4505&mc_eid=c42f233727
[1] http://philanthropynewsdigest.org/news/cornell-receives-10-million-for-china-and-asia-pacific-studies?hootPostID=efebdb9419a6427c9b58976372758578

Top URLs in Tweet in G8:
[12] https://www.timeshighereducation.com/news/one-six-universities-worldwide-led-woman
[10] https://www.timeshighereducation.com/news/australian-researchers-most-productive-g20
[10] https://www.timeshighereducation.com/features/why-cant-students-recognise-transferable-skills
[10] https://www.timeshighereducation.com/news/skidmore-orwellian-base-policy-graduate-earnings-alone
[10] https://www.timeshighereducation.com/news/paper-rejected-after-plagiarism-detector-stumped-references
[6] https://www.timeshighereducation.com/news/obama-adviser-warns-universities-growing-cybersecurity-threat
[5] https://www.timeshighereducation.com/opinion/mexican-universities-are-part-solution-not-problem
[5] https://www.timeshighereducation.com/news/india-supplanting-china-top-international-market-australia
[4] https://www.timeshighereducation.com/news/more-vice-chancellors-oxbridge-educations-appointed
[3] https://www.timeshighereducation.com/news/uss-whistleblower-sidelined-and-faces-conduct-investigation

Top URLs in Tweet in G9:
[2] https://diverseeducation.com/article/148036/#.XRThp1y8QuA.twitter
[2] https://diverseeducation.com/article/148298/#.XROLxWpiTUM.twitter
[2] https://diverseeducation.com/article/148330/#.XRN6fpnDZmo.twitter
[2] https://cprehub.org/research-minutes/unintended-consequences-performance-based-funding
[1] https://www.wsj.com/articles/does-free-college-work-kalamazoo-offers-some-answers-11561741553?shareToken=stc6db639b725a49dd9f2f89113c70757c
[1] https://today.uconn.edu/2019/06/uconn-returns-big-east-conference/
[1] https://www.insidesources.com/what-string-quartets-tell-us-about-health-care-costs/
[1] http://www.insidehighered.com/quicktakes/2019/06/28/huge-budget-cut-university-alaska#.XRaJHTB8GAY.twitter
[1] http://www.washingtonpost.com/world/europe/bernie-sanders-and-other-democrats-are-embracing-free-college-europe-shows-theres-a-cost/2019/06/25/2939047c-8bc4-11e9-b6f4-033356502dce_story.html?tid=ss_tw&utm_term=.bed25015f8b3
[1] https://diverseeducation.com/article/148022/#.XRYjxmRrdTA.twitter

Top URLs in Tweet in G10:
[2] http://www.taicep.org/taiceporgwp/
[1] https://www.ieaa.org.au/events/event/mid-winter-researchers-seminar-2019
[1] https://www.eaie.org/blog/internationalisation-at-home-practice.html?utm_source=Social%20media&utm_medium=Twitter&utm_campaign=EAIE%20Helsinki%202019
[1] https://twitter.com/DrPeterBentley/status/1067927883253932032
[1] https://twitter.com/DrPeterBentley/status/1113312980437938178
[1] https://www.tandfonline.com/doi/full/10.1080/1360080X.2019.1635328
[1] https://www.tandfonline.com/doi/full/10.1080/1360080X.2019.1617657
[1] https://www.tandfonline.com/doi/full/10.1080/13562517.2019.1593129
[1] https://www.tandfonline.com/doi/full/10.1080/07294360.2019.1616675
[1] https://www.herdsa2019.auckland.ac.nz/program/pre-conference-workshops/publishing-in-higher-education-a-hands-on-workshop/

Top Domains
Top Domains in Tweet in Entire Graph:
[302] twitter.com
[231] blogspot.com
[172] edsurge.com
[104] insidehighered.com
[102] timeshighereducation.com
[75] wpcampus.org
[61] medium.com
[56] educationdive.com
[45] careerarc.com
[35] nytimes.com

Top Domains in Tweet in G1:
[66] twitter.com
[31] careerarc.com
[22] ivywise.com
[20] blogspot.com
[17] edsurge.com
[17] adjunctnation.com
[14] ac.uk
[14] insidehighered.com
[14] marychristiefoundation.org
[13] co.uk

Top Domains in Tweet in G2:
[204] blogspot.com
[68] wpcampus.org
[56] medium.com
[18] twitter.com
[14] insidehighered.com
[11] echo360.com
[11] edtechreview.in
[9] edtechmagazine.com
[9] linkedin.com
[7] po.st

Top Domains in Tweet in G3:
[39] twitter.com
[27] theguardian.com
[20] lgbtinhighered.com
[14] careerarc.com
[8] insidehighered.com
[8] youtube.com
[7] lnkd.in
[7] edsurge.com
[7] forbes.com
[6] u2b.com

Top Domains in Tweet in G4:
[139] edsurge.com
[24] insidehighered.com
[18] hechingerreport.org
[16] collegepulse.com
[14] twitter.com
[9] forbes.com
[9] educationdive.com
[6] gettingsmart.com
[5] blogspot.com
[4] ac.uk

Top Domains in Tweet in G5:
[37] educationdive.com
[14] twitter.com
[10] ecampusnews.com
[7] thepiejobs.com
[6] radian6.com
[6] higheredtoday.org
[4] paper.li
[4] insidehighered.com
[4] trainingindustry.com
[4] dy.si

Top Domains in Tweet in G6:
[5] thecollegefix.com
[1] co.uk

Top Domains in Tweet in G7:
[11] arnoldventures.org
[5] twitter.com
[5] higherlearningadvocates.org
[4] americanprogress.org
[4] philanthropynewsdigest.org
[4] insidehighered.com
[4] thirdway.org
[2] philanthropydaily.com
[2] nbcnews.com
[2] aei.org

Top Domains in Tweet in G8:
[91] timeshighereducation.com
[3] richmond.com
[2] twitter.com
[1] gmu.edu

Top Domains in Tweet in G9:
[13] diverseeducation.com
[3] insidehighered.com
[3] cprehub.org
[1] wsj.com
[1] uconn.edu
[1] insidesources.com
[1] washingtonpost.com
[1] hechingerreport.org
[1] twitter.com
[1] flgov.com

Top Domains in Tweet in G10:
[4] tandfonline.com
[2] twitter.com
[2] taicep.org
[1] org.au
[1] eaie.org
[1] ac.nz
[1] ac.uk
[1] wes.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3425] highered
[365] highereducation
[319] education
[309] edtech
[194] college
[163] elearning
[147] edchat
[137] university
[101] tech
[99] wpcampus



Top Hashtags in Tweet in G1:
[692] highered
[70] highereducation
[67] education
[63] college
[45] sucti
[38] edtech
[38] intled
[36] university
[27] edchat
[26] uobstrike

Top Hashtags in Tweet in G2:
[406] highered
[175] edtech
[155] education
[131] elearning
[106] highereducation
[91] wpcampus
[87] university
[74] blockchain
[72] wordpress
[70] universidad

Top Hashtags in Tweet in G3:
[331] highered
[26] highereducation
[21] facultysuccess
[19] edtech
[18] education
[12] edchat
[12] college
[10] academictwitter
[7] learning
[7] academia

Top Hashtags in Tweet in G4:
[288] highered
[51] edtech
[20] education
[11] highereducation
[11] edchat
[8] ai
[8] onlineed
[8] phdchat
[7] studentsuccess
[7] research

Top Hashtags in Tweet in G5:
[135] highered
[20] communitycollege
[7] colleges
[7] edchat
[7] bccc
[6] success
[6] iambccc
[6] baltimore
[5] intled
[5] education

Top Hashtags in Tweet in G6:
[3] highered
[1] titleix
[1] dueprocess
[1] 1a
[1] freespeech

Top Hashtags in Tweet in G7:
[94] highered
[10] highered2020
[9] demdebate
[7] pridemonth
[7] stonewall50
[5] communitycollege
[3] deepdive
[3] gibill
[3] student
[2] philanthropy

Top Hashtags in Tweet in G8:
[104] highered
[3] climateemergency
[2] ref
[2] policy
[1] australia
[1] brexit
[1] intled
[1] openaccess
[1] knowledgedemocracy
[1] highereducation

Top Hashtags in Tweet in G9:
[37] highered
[4] economy
[3] debt
[3] hbcus
[3] comm_coll
[3] equity
[2] ciochat
[2] healthcare
[2] firstgen
[2] podcast

Top Hashtags in Tweet in G10:
[60] highered
[16] webofscience
[6] heis
[6] refugee
[5] jhepm
[4] highereducation
[3] subsaharan
[3] africa
[3] latinamerica
[3] professionalrecognition

Top Words
Top Words in Tweet in Entire Graph:
[3768] Words in Sentiment List#1: Positive
[1466] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[112378] Non-categorized Words
[117612] Total Words
[3429] #highered
[746] students
[497] education
[472] college
[415] new

Top Words in Tweet in G1:
[693] #highered
[102] students
[70] #highereducation
[69] college
[67] #education
[63] #college
[62] new
[58] education
[56] out
[52] more

Top Words in Tweet in G2:
[406] #highered
[189] eraser
[176] education
[175] #edtech
[155] #education
[148] 2019
[131] #elearning
[106] #highereducation
[100] higher
[99] learning

Top Words in Tweet in G3:
[331] #highered
[47] college
[42] more
[41] students
[35] time
[33] university
[33] job
[29] part
[28] education
[26] s

Top Words in Tweet in G4:
[290] #highered
[124] students
[112] college
[84] higheredsurge
[51] #edtech
[50] higher
[45] education
[43] new
[36] 2018
[33] student

Top Words in Tweet in G5:
[136] #highered
[37] community
[33] students
[30] college
[29] new
[22] more
[22] degree
[21] colleges
[20] #communitycollege
[19] education

Top Words in Tweet in G6:
[95] noah
[95] carl
[95] case
[95] mob
[95] rule
[95] latest
[95] sunday
[95] times
[95] challenges
[95] facing

Top Words in Tweet in G7:
[94] #highered
[34] students
[25] arnold_ventures
[24] more
[17] lanaeerickson
[17] t
[15] college
[15] quality
[13] accountability
[12] kevincarey1

Top Words in Tweet in G8:
[104] #highered
[82] timeshighered
[20] researchers
[20] g20
[20] universities
[18] graduate
[17] research
[17] university
[16] institutions
[16] s

Top Words in Tweet in G9:
[37] #highered
[12] diverseissues
[10] minority
[9] institutions
[8] education
[8] commentary
[8] today
[8] more
[8] 700
[8] serving

Top Words in Tweet in G10:
[60] #highered
[34] students
[24] study
[23] research
[22] fmarmole
[22] world
[22] t
[21] sadly
[21] overwhelming
[21] majority

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[235] higher,education
[155] #highered,#highereducation
[111] check,out
[97] challenges,facing
[96] noah,carl
[96] carl,case
[96] case,mob
[96] mob,rule
[96] rule,latest
[96] latest,sunday

Top Word Pairs in Tweet in G1:
[32] higher,education
[32] check,out
[27] #highered,#college
[26] #highered,#highereducation
[23] final,conference
[21] #education,#highered
[21] #highereducation,#highered
[21] conference,universitaturv
[19] #highered,#intled
[18] #sucti,final

Top Word Pairs in Tweet in G2:
[84] higher,education
[78] #highered,#highereducation
[62] #wpcampus,2019
[45] #elearning,#mlearning
[32] big,data
[30] #edtech,#highered
[29] e,learning
[28] #highered,#edtech
[26] #education,#educación
[26] #ai,#ia

Top Word Pairs in Tweet in G3:
[21] part,time
[21] #facultysuccess,#highered
[19] associate,part
[19] time,instructor
[19] instructor,pool
[19] pool,2018
[14] #highered,#highereducation
[14] miracosta,college
[13] link,bio
[10] higher,education

Top Word Pairs in Tweet in G4:
[33] college,students
[31] 2018,#highered
[26] higher,ed
[25] #highered,#edtech
[24] higher,education
[18] low,income
[18] income,students
[18] 2017,#highered
[17] telling,low
[17] students,skip

Top Word Pairs in Tweet in G5:
[20] community,college
[14] community,colleges
[12] degree,attainment
[11] check,out
[8] higher,education
[7] new,research
[7] better,support
[6] #highered,#communitycollege
[6] jillianberman,explains
[6] explains,cuts

Top Word Pairs in Tweet in G6:
[95] noah,carl
[95] carl,case
[95] case,mob
[95] mob,rule
[95] rule,latest
[95] latest,sunday
[95] sunday,times
[95] times,challenges
[95] challenges,facing
[95] facing,universities

Top Word Pairs in Tweet in G7:
[8] #highered,accountability
[8] join,aei
[8] aei,thirdwaytweet
[8] thirdwaytweet,july
[8] july,15
[8] #highered,institutions
[7] celebration,#pridemonth
[7] #pridemonth,#stonewall50
[7] #stonewall50,re
[7] re,highlighting

Top Word Pairs in Tweet in G8:
[13] australia,boasts
[13] boasts,fruitful
[13] fruitful,researchers
[13] researchers,efficient
[13] efficient,research
[13] research,spending
[13] spending,g20
[13] g20,nation
[13] nation,new
[13] new,report

Top Word Pairs in Tweet in G9:
[8] commentary,today
[8] today,more
[8] more,700
[8] 700,minority
[8] minority,serving
[8] serving,institutions
[8] institutions,msi
[8] msi,designated
[8] designated,federal
[8] federal,government

Top Word Pairs in Tweet in G10:
[21] sadly,overwhelming
[21] overwhelming,majority
[21] majority,#highered
[21] #highered,students
[21] students,world
[21] world,t
[21] t,study
[21] study,abroad
[21] abroad,provide
[20] fmarmole,sadly

Top Replied-To
Top Replied-To in Entire Graph:
@bryanalexander
@hec_montreal
@academicchatter
@mike_rat
@highered_geek
@elliebruecker
@josephwmead
@highered_ed
@kookies_xsuga
@andrewnebus

Top Replied-To in G1:
@hec_montreal
@opal_ke
@ucdavis
@alistairjarvis
@laura_rumbley
@fionajanehunter

Top Replied-To in G2:
@edtech_highered
@bryanalexander
@juandoming

Top Replied-To in G4:
@academicchatter
@bergenfingrp
@college_experts
@teenvogue
@dryishan
@mylesxmendoza
@joebiden

Top Replied-To in G5:
@edxonline
@campus_tech

Top Replied-To in G8:
@uccgrattributes

Top Replied-To in G9:
@andrewnebus
@mylessuer
@tylercowen

Top Replied-To in G10:
@kimbowa
@jasonmlodge
@profbevoliver

Top Mentioned
Top Mentioned in Entire Graph:
@eraser
@higheredsurge
@bhamuniunison
@goodwinmj
@timeshighered
@college_experts
@getsetlearning
@universitaturv
@thesphsu
@wpcampusorg

Top Mentioned in G1:
@universitaturv
@suctiproject
@eraser
@erasmus_project
@ivywise
@eu_commission
@fionajanehunter
@higheredsurge
@bhamuniunison
@getsetlearning

Top Mentioned in G2:
@eraser
@wpcampusorg
@edtech_highered
@educause
@lil_cryp
@getsetlearning
@urbanministry
@odem_io
@gilzow
@etr_in

Top Mentioned in G3:
@centurycollege
@emilycretella
@jaroland74

Top Mentioned in G4:
@higheredsurge
@insidehighered
@drsusiemartinez
@edsurge
@eddivek12
@dslccprez
@forbes
@michaelbhorn
@lseimpactblog
@eraser

Top Mentioned in G5:
@eddivehighered
@ecampusnews
@jonathanmturk
@georgetowncew
@hollylumina
@stradaeducation
@luminafound
@jillianberman
@ruraled
@communityccrc

Top Mentioned in G6:
@goodwinmj
@collegefix
@thefireorg
@profbanzhaf

Top Mentioned in G7:
@arnold_ventures
@lanaeerickson
@kevincarey1
@thirdwayedu
@thirdwaytweet
@newamericaed
@aei
@collecamp
@aeieducation
@amprog

Top Mentioned in G8:
@timeshighered
@bankfieldbecky
@profjsanders
@envirotaff
@theeaie
@learninggood
@georgemasonu
@ruthhally1
@uccgrattributes
@nawa_poland

Top Mentioned in G9:
@diverseissues
@drlamontjones
@rkelchen
@ucf
@cprehub
@setonhall
@lminouye
@centerformsis
@penngse
@uconn

Top Mentioned in G10:
@fmarmole
@drpeterbentley
@herdjournal
@herdsa_conf
@wespicks
@bryc
@herdjo
@beebond1
@theeaie
@lhmartininst

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jamesroy
@nosqldigest
@coopmike48
@digestwordpress
@chidambara09
@ottlegalrebels
@eraser
@businessinsider
@fleming77

Top Tweeters in G1:
@dailynation
@nytimes
@rt_com
@usatoday
@wsj
@nydailynews
@ktla
@tennessean
@pulseghana
@educationweek

Top Tweeters in G2:
@sectest9
@nosqldigest
@digestwordpress
@chidambara09
@eraser
@juandoming
@santchiweb
@doctorow
@wagjuer
@studentforce

Top Tweeters in G3:
@nmitch
@schoolsimprove
@gwoodi
@dawnbazely
@honsololam
@jfmaeder
@amruthasuri
@cortneyjohnelle
@triplingual
@dangalante

Top Tweeters in G4:
@jamesroy
@businessinsider
@blogdiva
@hulyacayir
@forbes
@pkanagaratnam
@academicchatter
@airhasiescardo
@teenvogue
@rtdnews

Top Tweeters in G5:
@sws_edu
@techcrunch
@brookingsinst
@jag_____
@ericstoller
@salesforce
@kyle2usuccess
@pink_chinasa
@aprildryan
@blainehashimoto

Top Tweeters in G6:
@mummygirl
@danriehl
@blaugast
@skepticalhusky
@ianmcalvert
@thethegrinch7
@hbdchick
@lianamurphy
@thespeakingrog
@mistyfishweave

Top Tweeters in G7:
@jennykim
@nbcnews
@jmkuhn99
@fairwitness1
@pndblog
@aei
@amprog
@upshotnyt
@slaughteram
@lizzo

Top Tweeters in G8:
@fleming77
@drmel_t
@stump_bot
@digitaldecoded1
@timeshighered
@jeremymallin
@nwarikoo
@americantejano
@dvrystr
@drspriggy

Top Tweeters in G9:
@usnews
@dchou1107
@drjlmooreiii
@wlassalle
@landryst
@mylessuer
@drdlstewart
@s_df
@rkelchen
@andrewnebus

Top Tweeters in G10:
@poppymasselos
@benvwilkie
@wbpubs
@profdcotton
@trentuni
@kimbowa
@idpdrie
@wespicks
@worldbankdata
@paulineridley


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