highered, Twitter, 5/13/2020 1:30:01 PM, 226642


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highered_2020-05-12_11-18-34.xlsx
highered_2020-05-12_11-18-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 13, 2020
Short Description:
highered via NodeXL https://bit.ly/3crRDYc
@cmdatascoop
@eraser
@edtech_highered
@theeaie
@tee_nadan
@advancehe
@diverseissues
@fmarmole
@marese_cit
@cdeneen212

Top hashtags:
#highered
#covid19
#college
#highereducation
#collegetalk
#edtech
#education
#edchat

Description:
Description
The graph represents a network of 4,777 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, 12 May 2020 at 18:20 UTC.

The requested start date was Tuesday, 12 May 2020 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 4-day, 2-hour, 32-minute period from Thursday, 07 May 2020 at 21:27 UTC to Tuesday, 12 May 2020 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 : 4777
Unique Edges : 3574
Edges With Duplicates : 6601
Total Edges : 10175
Number of Edge Types : 5
Mentions : 2331
Tweet : 1644
MentionsInRetweet : 3543
Retweet : 2529
Replies to : 128
Self-Loops : 1696
Reciprocated Vertex Pair Ratio : 0.0439110070257611
Reciprocated Edge Ratio : 0.0841278743690409
Connected Components : 874
Single-Vertex Connected Components : 406
Maximum Vertices in a Connected Component : 2386
Maximum Edges in a Connected Component : 6204
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 9.008479
Graph Density : 0.000234451512324023
Modularity : 0.529238
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 4,777 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, 12 May 2020 at 18:20 UTC.

The requested start date was Tuesday, 12 May 2020 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 4-day, 2-hour, 32-minute period from Thursday, 07 May 2020 at 21:27 UTC to Tuesday, 12 May 2020 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:
[36] https://www.washingtonpost.com/local/education/college-admissions-may-1-decision-deadline/2020/05/06/0805ac86-8fa3-11ea-a9c0-73b93422d691_story.html
[26] https://www.edsurge.com/news/2020-05-07-colleges-move-to-help-students-find-remote-internships-none-include-fetching-coffee
[26] https://internationalcollegecounselors.com/10-tips-for-getting-started-on-the-college-essay/
[25] https://www.wgbh.org/news/education/2020/05/06/some-private-colleges-slash-tuition-price-tags-hoping-to-stay-competitive-during-pandemic
[24] https://www.nytimes.com/2020/05/01/us/coronavirus-college-enrollment.html
[23] https://www.usnews.com/education/best-colleges/paying-for-college/articles/coronavirus-emergency-financial-aid-what-students-should-know
[21] http://www.downingedtech.com/
[21] https://www.npr.org/2020/05/05/848033805/6-ways-college-might-look-different-in-the-fall
[20] https://abcnews.go.com/Politics/fighting-college-dreams-1st-generation-students-face-huge/story?id=70532858
[20] https://www.retrievalpractice.org/strategies/2020/5/8/translations

Top URLs in Tweet in G1:
[9] https://mydissertation.coach/
[6] http://TheEdReporter.com
[4] https://www.washingtonpost.com/local/education/college-admissions-may-1-decision-deadline/2020/05/06/0805ac86-8fa3-11ea-a9c0-73b93422d691_story.html
[4] https://www.universityofphoenixexposed.org/
[4] https://nymag.com/intelligencer/2020/05/scott-galloway-future-of-college.html
[3] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[3] -
[3] book1.htm#.ULzcFmf77qw
[2] https://campustechnology.com/articles/2020/05/05/9-next-steps-to-make-online-education-more-engaging.aspx
[2] https://www.economist.com/podcasts/2020/05/08/university-challenge-college-education-and-meritocracy-in-america

Top URLs in Tweet in G2:
[14] http://www.downingedtech.com/
[12] https://e-learning-teleformacion.blogspot.com/2020/05/schools-out-but-class-on-largest-online.html
[8] https://www.apereo.org/node/4741/
[7] https://e-learning-teleformacion.blogspot.com/2020/05/vol-24-no-1-2020-best-of-online.html
[5] http://e-learning-teleformacion.blogspot.com/2017/11/philosophy-technology-volume-30-issue-4.html
[5] https://e-learning-teleformacion.blogspot.com/2020/05/webinarsunia-universidad-internacional.html
[4] http://e-learning-teleformacion.blogspot.com/2019/01/how-big-data-is-changing-college.html
[4] https://nymag.com/intelligencer/2020/05/scott-galloway-future-of-college.html?utm_source=tw
[3] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[3] http://e-learning-teleformacion.blogspot.com/2018/12/researching-data-privacy-in-elearning.html

Top URLs in Tweet in G3:
[9] https://www.ivywise.com/mailing-list/
[6] https://www.ivywise.com/ivywise-knowledgebase/college-admissions-guide/
[5] https://www.ivywise.com/ivywise-knowledgebase/
[4] https://www.washingtonpost.com/local/education/college-admissions-may-1-decision-deadline/2020/05/06/0805ac86-8fa3-11ea-a9c0-73b93422d691_story.html
[3] https://www.straighterline.com/?utm_source=twitter&utm_medium=social&utm_campaign=student-testimonial
[3] https://login.steenproxy.sfasu.edu/login?qurl=https://www.chronicle.com%2farticle%2fAre-Colleges-Ready-for-a%2f248710%2f
[3] https://www.wgbh.org/news/education/2020/05/06/some-private-colleges-slash-tuition-price-tags-hoping-to-stay-competitive-during-pandemic
[2] https://dfw.cbslocal.com/2020/05/07/dallas-county-community-college-to-continue-online-learning-through-fall-semester/
[2] https://nymag.com/intelligencer/2020/05/what-is-college-without-the-campus.html
[2] https://thoughtfeederpod.com/podcast/episode-9-higher-ed-homogeneity/

Top URLs in Tweet in G4:
[3] http://highered.zone/tag/owenscctw/
[2] http://highered.zone/tag/universidaddecostarica/
[2] http://highered.zone/tag/qmuniversitytw/
[2] http://highered.zone/tag/universityatbuffaloig/
[2] http://highered.zone/tag/uofalabamatw/
[2] http://highered.zone/tag/uofguelphig/
[2] http://highered.zone/tag/handels_ssetw/
[2] http://highered.zone/tag/calstatetw/
[1] https://www.globalacademyjobs.com/job/lecturer-in-the-department-of-chemistry-133278
[1] https://www.globalacademyjobs.com/job/lecturer-department-of-nursing-sciences-134279

Top URLs in Tweet in G5:
[3] https://hechingerreport.org/long-before-coronavirus-student-parents-struggled-with-hunger-homelessness/
[3] http://www.hunt-institute.org/resources/2020/05/intersection-webinar-recap-covid-19-and-institutions-of-higher-education-a-grantmakers-perspective/
[3] -
[2] https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg20.jsp&partnerref=partnershare&eventid=2289692&sessionid=1&key=0CC1D00A492975A2553F332043974563®Tag=&sourcepage=register
[2] https://abcnews.go.com/Politics/fighting-college-dreams-1st-generation-students-face-huge/story?id=70532858
[2] https://hope4college.com/wp-content/uploads/2020/05/2019_ParentingStudents_Report.pdf
[2] https://medium.com/higher-learning-advocates/todays-students-need-access-to-affordable-and-reliable-broadband-services-f9c39068a96b
[2] https://mailchi.mp/sheeo/sheeo-policy-update-friday-may-11-2020
[1] https://diverseeducation.com/article/176589/#.Xri1oq4jkBw.twitter
[1] https://diverseeducation.com/article/176117/#.XrHcGf1ln30.twitter

Top URLs in Tweet in G6:
[10] https://edtechmagazine.com/higher/article/2020/05/emergency-remote-teaching-rigorous-online-learning-perfcon
[5] https://er.educause.edu/blogs/2020/5/educause-covid-19-quickpoll-results-it-budgets-2020-2021
[5] https://er.educause.edu/blogs/2020/5/may-2020-digital-wellbeing-and-mental-health-during-a-pandemic-and-beyond
[3] https://er.educause.edu/blogs/2020/5/interesting-policy-reads-may-6-2020
[2] https://er.educause.edu/articles/2020/5/creating-change-and-advancing-student-success-through-short-term-goals
[2] https://er.educause.edu/blogs/2020/5/finding-the-silver-lining-the-power-of-positivity-in-dark-times
[2] https://www.insidehighered.com/views/2020/05/05/covid-19-has-demonstrated-how-technology-higher-ed-major-strategic-asset-opinion
[2] https://events.educause.edu/security-professionals-conference/2020
[2] https://twitter.com/EdTech_HigherEd/status/1258150808740409351
[1] http://www.edtechmagazine.com/higher/article/2020/04/3-remote-learning-technology-must-haves-higher-ed?cm_ven=SocialMedia&cm_cat=twitter&cm_pla=MKT44856adu0000P0000&cm_ite=cdwcorp&sf233709825=1

Top URLs in Tweet in G7:
[3] https://player.whooshkaa.com/episode?id=649529
[2] https://www.uts.edu.au/partners-and-community/initiatives/impact-studios/projects/new-social-contract-podcast/we-want-hear-you
[2] https://digitalagenda.io/insight/edtech-for-good-education-sector-tech-covid-19/
[2] https://lx.uts.edu.au/events/learning-through-covid-19-agency-choice-and-purpose-in-learning-and-teaching-13-may/?utm_source=twitter_futures&utm_medium=social&utm_campaign=events
[1] http://www.uts.edu.au/
[1] https://player.whooshkaa.com/episode?id=644732
[1] https://twitter.com/TNSCpod/status/1259736467842064385
[1] https://twitter.com/TNSCpod/status/1259601131744837632
[1] https://theconversation.com/universities-have-gone-from-being-a-place-of-privilege-to-a-competitive-market-what-will-they-be-after-coronavirus-137877
[1] https://www.aph.gov.au/Parliamentary_Business/Committees/Senate/Education_and_Employment/Higher_Education/Report/c02#c02f8

Top URLs in Tweet in G8:
[1] https://www.unimy.edu.my/events-1/unimy-tech-talk/form
[1] https://www.universityworldnews.com/post.php?story=20200501144452900
[1] https://www.facebook.com/UNIMYOFFICIAL/videos/559576878289063/
[1] https://us02web.zoom.us/webinar/register/WN_D9xIAck0TRi0GmQ7z4O0UQ
[1] http://www.dreducation.com/2017/06/indian-universities-colleges-latest-data-statistics-heera-aicte-ugc.html?m=1
[1] https://register.gotowebinar.com/register/5292080713100268303
[1] https://empirereportnewyork.com/sunys-daca-recipients-need-permanent-protection-and-access-to-aid/
[1] https://www.americanprogress.org/issues/education-postsecondary/news/2020/05/05/484505/undocumented-students-generated-132-million-relief-colleges-wont-receive-dime-stimulus/
[1] https://okt.to/V3gyQ5
[1] https://www.globaleducationtimes.org/news/north-america/applyboard-raises-100-million-in-latest-funding-round/1455/

Top URLs in Tweet in G9:
[2] https://www.onlinelearningtoolkit.com/cool
[2] https://twitter.com/karenraycosta/status/1259833834759163906
[1] https://docs.google.com/forms/d/e/1FAIpQLSd7fH1okHOCEPwfbn3WvvbjYYbMEcI4tz6VGn8QVGe3KX0RLQ/viewform
[1] https://twitter.com/karenraycosta/status/1258751586492395520
[1] https://www.insidehighered.com/advice/2020/04/28/advice-faculty-help-them-avoid-burnout-during-pandemic-opinion
[1] https://twitter.com/thomasjtobin/status/1259902114404409344
[1] https://styluspub.presswarehouse.com/landing/aera2020
[1] https://twitter.com/harrietschwartz/status/1259877618855411714
[1] https://twitter.com/TinaRPagel/status/1257390551097368578
[1] https://docs.google.com/document/d/1IBr2Gk3uXGEP-xgmdC7b1p4TfR05F2MguHYR6kFcmsI/edit?usp=sharing

Top URLs in Tweet in G10:
[9] https://www.edsurge.com/news/2020-05-01-how-a-covid-gap-year-will-be-different-than-previous-gap-year-experiences?utm_content=bufferd672a&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2020-05-06-why-convenience-boosts-student-campus-life?utm_content=buffer41433&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2020-04-30-how-colleges-can-improve-accessibility-in-remote-courses?utm_content=buffer1af18&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2020-04-25-higher-ed-shouldn-t-be-a-lottery-but-4-million-students-just-drew-losing-tickets?utm_content=buffer79c85&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.youtube.com/watch?v=ygGlVYh6B64&feature=youtu.be

[3] https://www.edsurge.com/news/2020-04-20-higher-ed-s-credit-transfer-system-is-broken-here-s-a-better-way?utm_campaign=site&utm_content=share-58
[2] https://www.learningkeepsgoing.org/free-tech-for-learning
[2] https://www.edsurge.com/news/2020-04-20-higher-ed-s-credit-transfer-system-is-broken-here-s-a-better-way?utm_content=buffer8a07f&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2020-05-07-here-s-the-syllabus-for-your-summer-crash-course-in-online-education?utm_content=bufferf0492&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2020-05-05-researcher-behind-10-000-hour-rule-says-good-teaching-matters-not-just-practice?utm_content=buffere5dc8&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer

Top Domains
Top Domains in Tweet in Entire Graph:
[318] twitter.com
[142] blogspot.com
[135] insidehighered.com
[89] edsurge.com
[67] youtube.com
[59] washingtonpost.com
[58] linkedin.com
[53] nytimes.com
[52] undergradeasier.com
[46] careerarc.com

Top Domains in Tweet in G1:
[60] twitter.com
[34] careerarc.com
[29] lgbtinhighered.com
[25] insidehighered.com
[22] linkedin.com
[13] ziftsolutions.com
[9] mydissertation.coach
[9] quora.com
[7] washingtonpost.com
[6] instagram.com

Top Domains in Tweet in G2:
[137] blogspot.com
[20] medium.com
[14] downingedtech.com
[10] apereo.org
[7] twitter.com
[5] com.es
[5] nymag.com
[5] hbr.org
[5] voicestorm.com
[3] ecampusontario.ca

Top Domains in Tweet in G3:
[27] twitter.com
[26] insidehighered.com
[20] ivywise.com
[9] nacacnet.org
[8] nytimes.com
[8] chronicle.com
[6] washingtonpost.com
[4] nymag.com
[4] timeshighereducation.com
[3] thetambellinigroup.com

Top Domains in Tweet in G4:
[40] highered.zone
[9] globalacademyjobs.com
[1] twitter.com
[1] uscannenbergmedia.com
[1] whatuni.com

Top Domains in Tweet in G5:
[9] twitter.com
[5] diverseeducation.com
[4] medium.com
[4] hunt-institute.org
[4] insidehighered.com
[3] hechingerreport.org
[3] youtube.com
[3] hope4college.com
[3] bit.ly
[3] mailchi.mp

Top Domains in Tweet in G6:
[24] educause.edu
[19] voicestorm.com
[18] edtechmagazine.com
[4] twitter.com
[3] scu.edu
[2] linkedin.com
[2] insidehighered.com
[2] edscoop.com
[2] internet2.edu
[1] colocationamerica.com

Top Domains in Tweet in G7:
[10] twitter.com
[8] edu.au
[4] whooshkaa.com
[3] gov.au
[2] theconversation.com
[2] blogspot.com
[2] digitalagenda.io
[2] tandfonline.com
[1] wordpress.com
[1] google.com

Top Domains in Tweet in G8:
[5] globaleducationtimes.org
[3] linkedin.com
[2] zoom.us
[1] edu.my
[1] universityworldnews.com
[1] facebook.com
[1] dreducation.com
[1] gotowebinar.com
[1] empirereportnewyork.com
[1] americanprogress.org

Top Domains in Tweet in G9:
[16] twitter.com
[2] google.com
[2] onlinelearningtoolkit.com
[1] insidehighered.com
[1] presswarehouse.com
[1] ed.gov
[1] middlebury.edu
[1] barbihoneycutt.com
[1] youtube.com
[1] ubc.ca

Top Domains in Tweet in G10:
[54] edsurge.com
[7] bit.ly
[5] youtube.com
[4] ac.uk
[3] twitter.com
[3] insidehighered.com
[2] learningkeepsgoing.org
[2] npr.org
[1] youtu.be
[1] ahead.ie

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3331] highered
[399] covid19
[386] college
[259] highereducation
[236] collegetalk
[217] edtech
[216] education
[173] edchat
[158] elearning
[144] highschool



Top Hashtags in Tweet in G1:
[507] highered
[46] highereducation
[44] education
[41] covid19
[20] college
[18] edchat
[16] edtech
[13] esports
[13] students
[12] phd

Top Hashtags in Tweet in G2:
[245] highered
[139] edtech
[123] elearning
[109] education
[82] universidad
[67] highereducation
[57] university
[53] mlearning
[43] educación
[43] covid19

Top Hashtags in Tweet in G3:
[229] highered
[42] covid19
[21] college
[20] coronavirus
[18] collegeadmissions
[13] highereducation
[11] colleges
[11] fall2020
[10] economy
[9] students

Top Hashtags in Tweet in G4:
[13] highered
[7] academia
[2] engineering
[2] health
[2] biology
[2] foodinsecurity
[2] copenhagen
[2] denmark
[1] chemistry
[1] rhodesgajobs

Top Hashtags in Tweet in G5:
[136] highered
[32] covid19
[9] students
[9] ecmcfchat
[8] todaysstudents
[6] covid_19
[6] covidー19
[6] cte
[5] tamuc
[5] latinostudentsuccess

Top Hashtags in Tweet in G6:
[114] highered
[27] cybersecurity
[27] highereducation
[22] covid19
[21] remotelearning
[20] ai
[19] ethics
[19] cdwsocial
[14] data
[13] onlinelearning

Top Hashtags in Tweet in G7:
[73] highered
[14] academictwitter
[14] covid
[8] universities
[6] jhepm
[5] covid19
[5] librarians
[5] highereducation
[3] covid_19
[3] covid19aus

Top Hashtags in Tweet in G8:
[77] highered
[46] covid19
[9] internationalization
[7] esports
[7] france
[7] intled
[5] techtalk
[5] india
[5] digital
[5] credentials

Top Hashtags in Tweet in G9:
[86] highered
[11] burnout
[10] pandemic
[10] onlinelearning
[7] facdev
[5] covid19
[4] podccast
[4] covidpedagogy
[3] altac
[3] profdev

Top Hashtags in Tweet in G10:
[93] highered
[15] edchat
[15] covid19
[9] edtech
[8] sponsoredcontent
[7] edadmin
[6] onlinelearning
[5] edtechchat
[4] education
[4] research

Top Words
Top Words in Tweet in Entire Graph:
[3835] Words in Sentiment List#1: Positive
[2049] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[117358] Non-categorized Words
[123242] Total Words
[3328] #highered
[863] students
[452] more
[403] colleges
[395] #covid19

Top Words in Tweet in G1:
[507] #highered
[108] students
[56] education
[50] more
[47] college
[46] #highereducation
[44] #education
[41] #covid19
[38] higher
[38] university

Top Words in Tweet in G2:
[245] #highered
[139] #edtech
[124] #elearning
[109] #education
[106] education
[85] open
[82] #universidad
[73] learning
[68] eraser
[67] #highereducation

Top Words in Tweet in G3:
[229] #highered
[59] students
[59] colleges
[42] #covid19
[36] fall
[33] more
[32] help
[29] chronicle
[29] college
[28] year

Top Words in Tweet in G4:
[39] impact
[38] visual
[22] university
[20] ten
[19] tweets
[18] instagram
[13] #highered
[7] #academia
[7] global
[6] academy

Top Words in Tweet in G5:
[133] #highered
[49] students
[34] more
[32] #covid19
[25] many
[24] college
[19] covid
[17] parenting
[17] ed
[17] diverseissues

Top Words in Tweet in G6:
[114] #highered
[64] educause
[31] edtech_highered
[27] #cybersecurity
[27] #highereducation
[27] resources
[27] online
[23] teaching
[22] #covid19
[22] transition

Top Words in Tweet in G7:
[73] #highered
[27] book
[26] universities
[21] tnscpod
[17] cap_and_gown
[17] covid
[17] students
[16] 19
[16] role
[15] face

Top Words in Tweet in G8:
[77] #highered
[46] fmarmole
[46] #covid19
[34] due
[27] disruptive
[27] innovation
[26] internationalization
[26] dead
[26] require
[26] john

Top Words in Tweet in G9:
[86] #highered
[38] karenraycosta
[36] tech
[28] summer
[25] women
[25] six
[25] weeks
[24] writing
[23] running
[23] several

Top Words in Tweet in G10:
[93] #highered
[69] students
[61] higheredsurge
[34] time
[25] care
[25] thinking
[24] academic
[24] women
[24] writing
[24] creating

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[213] covid,19
[161] #college,#collegetalk
[157] higher,education
[99] #highered,#highereducation
[81] colleges,universities
[80] higher,ed
[79] learn,more
[75] #highereducation,#highered
[64] during,covid
[59] john,kerry

Top Word Pairs in Tweet in G1:
[27] higher,education
[21] #highered,#highereducation
[21] covid,19
[17] #highereducation,#highered
[16] #education,#highered
[14] keep,students
[14] oklahoma,city
[13] students,engaged
[13] engaged,campus
[13] campus,disrupted

Top Word Pairs in Tweet in G2:
[48] higher,education
[42] #highered,#highereducation
[40] #elearning,#mlearning
[28] #edtech,#edchat
[28] #highered,#edtech
[27] #universidad,#university
[26] simonelesrobots,#univ4good
[26] open,apereo
[24] covid,19
[24] open,source

Top Word Pairs in Tweet in G3:
[14] covid,19
[12] colleges,universities
[10] latest,#collegeadmissions
[10] #collegeadmissions,news
[10] news,advice
[9] higher,education
[8] discuss,#highered
[8] country,easy
[8] easy,imagine
[8] imagine,nation

Top Word Pairs in Tweet in G4:
[38] visual,impact
[19] tweets,visual
[17] instagram,visual
[12] impact,university
[11] ten,instagram
[9] ten,tweets
[6] #academia,#highered
[6] global,academy
[6] academy,jobs
[3] impact,owens

Top Word Pairs in Tweet in G5:
[16] covid,19
[13] higher,ed
[12] future,#highered
[9] one,five
[8] pool,23
[8] 23,000
[8] 000,parenting
[8] parenting,students
[8] students,over
[8] over,53

Top Word Pairs in Tweet in G6:
[15] #highered,#cybersecurity
[15] edtech_highered,#highereducation
[15] markkula,center
[15] center,applied
[15] applied,#ethics
[14] #cybersecurity,skills
[14] skills,shortage
[14] shortage,#ai
[14] #ai,answer
[14] answer,edtech_highered

Top Word Pairs in Tweet in G7:
[16] covid,19
[14] #covid,mean
[14] mean,universities
[14] universities,set
[14] set,obligations
[14] obligations,expectations
[14] expectations,students
[14] students,face
[14] face,role
[13] verityfirth,#covid

Top Word Pairs in Tweet in G8:
[34] due,#covid19
[26] internationalization,#highered
[26] #highered,dead
[26] dead,due
[26] #covid19,require
[26] require,disruptive
[26] disruptive,innovation
[26] innovation,john
[26] john,hudzik
[25] fmarmole,internationalization

Top Word Pairs in Tweet in G9:
[24] women,#highered
[23] #highered,running
[23] running,several
[23] several,writing
[23] writing,groups
[23] groups,summer
[23] summer,six
[23] six,weeks
[23] weeks,day
[23] day,evening

Top Word Pairs in Tweet in G10:
[24] academic,women
[24] women,writing
[24] writing,creating
[24] creating,thinking
[24] thinking,care
[24] care,babies
[24] babies,parents
[24] parents,students
[23] nvancleve,academic
[23] students,celebra

Top Replied-To
Top Replied-To in Entire Graph:
@renata_highered
@steph_highered
@howardsj
@seanmstephens
@sagradmod
@uicuf
@deanmcshane123
@jonny_highered
@stig_arne
@michaelbhorn

Top Replied-To in G2:
@uniruniversidad
@bett_show
@harvardbiz

Top Replied-To in G3:
@caphighered
@nhannahjones
@aaup
@berkeleylaw

Top Replied-To in G5:
@profannehof
@cindyrioss

Top Replied-To in G6:
@ucla
@wideneruniv
@educause

Top Replied-To in G7:
@nteunational
@petermandler1
@monicarysavy
@utsengage

Top Replied-To in G8:
@uarizona

Top Replied-To in G9:
@erinkrowe
@alwaystheself
@whitneykilgore

Top Replied-To in G10:
@davidsoncollege
@getsetlearning

Top Mentioned
Top Mentioned in Entire Graph:
@college_experts
@eraser
@higheredsurge
@tore_says
@educause
@fmarmole
@michellebstepp
@karenraycosta
@edtech_highered
@chronicle

Top Mentioned in G1:
@drescotet
@euprio
@wolfvision_eu
@myers_ed_press
@sei_comm
@peterkirstein
@vladobotsvadze

Top Mentioned in G2:
@eraser
@simonelesrobots
@ecampusontario
@apereo
@a
@johndmk
@itlc_lilly
@sdce
@ingridgreenberg
@digital_sher

Top Mentioned in G3:
@chronicle
@insidehighered
@nacac
@bryanalexander
@nytimes
@ivywise
@college_experts
@spruhacounsel
@highered_cb
@landryst

Top Mentioned in G4:
@calstate
@owenscc
@uptuks
@sacstate
@annenbergmedia
@unisouthpacific
@temasekpoly
@blackkitecoffee
@mbcoffeeco
@owens_cc

Top Mentioned in G5:
@luminafound
@diverseissues
@hunt_institute
@pulsipher_wgu
@ecmcfoundation
@actualham
@brigidschulte
@betterlifelab
@tracychenmedia
@higherlearnadv

Top Mentioned in G6:
@educause
@edtech_highered
@iethics
@heiscouncil
@timminglab
@miambloom
@newamerica
@g
@edscoop_news
@evidencebasedc1

Top Mentioned in G7:
@tnscpod
@cap_and_gown
@verityfirth
@cdeneen212
@utsengage
@emmaline22
@mivanche
@writenthrive
@paulkniest
@drpeterbentley

Top Mentioned in G8:
@fmarmole
@iieglobal
@iiegoodman
@emlyon
@unimy
@globaledtimes
@fwdus
@neomabs
@myevidenz
@uazglobal

Top Mentioned in G9:
@karenraycosta
@vijisathy
@rpr_agile
@kelly_j_baker
@oltoolkit
@josebowen
@tihighered
@daveowhite
@thomasjtobin
@miis

Top Mentioned in G10:
@higheredsurge
@nvancleve
@edsurge
@pitneybowes
@youtube
@aheadireland
@the_acu
@dararyder
@maxjgreen
@iste

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@evankirstel
@cybersec_feeds
@cheezwitham
@thehill
@wildwalkerwoman
@1loriking
@businessinsider
@eraser

Top Tweeters in G1:
@foxnewsmom
@gwoodi
@matuoka7ocean
@vladobotsvadze
@drsetitoff
@npquarterly
@keith_wilson
@kiddycharts
@drpowerskhs
@beckygmartinez

Top Tweeters in G2:
@chidambara09
@eraser
@andrewmorrisuk
@justbementalist
@jpsosa
@lesguer_lionel
@maperez324
@newsneus
@mdrechsler
@jblefevre60

Top Tweeters in G3:
@jeffbullas
@nytimes
@quick13
@financialtimes
@cbsdfw
@airhasiescardo
@greg_doucette
@edwebb
@nytopinion
@nymag

Top Tweeters in G4:
@sacstate
@fresno_state
@tuksfmnews
@sctimes
@wrightstate
@heromotocorp
@sun
@clarecady
@qataruniversity
@sdsu

Top Tweeters in G5:
@cheezwitham
@fleejack
@saragoldrickrab
@stevebrant
@jfryartc
@rozmcdermott
@race2diversity
@drjlmooreiii
@jameschurchman
@iconicsnow

Top Tweeters in G6:
@sectest9
@evankirstel
@cybersec_feeds
@trippbraden
@cybersecurityn8
@juliebhunt
@readywriting
@b_cavello
@bcstrat
@reignsneel211

Top Tweeters in G7:
@academicchatter
@nareenyoung
@sarah_may1
@cathrynpearce
@conversationedu
@catspyjamasnz
@uaeeverafter
@unimelb
@bgriffenfoley
@attardmon

Top Tweeters in G8:
@davepowersnyc
@fwdus
@theeiu
@userexperienceu
@globalhighered
@jffiorina
@ulrichtadajeu
@kirkwoodlab
@wise_tweets
@iieglobal

Top Tweeters in G9:
@learnteachwin
@alwaystheself
@mar_de_palabras
@itativcs
@zanaines
@fromphdtolife
@cathyndavidson
@kelly_j_baker
@ivacheung
@bali_maha

Top Tweeters in G10:
@__c_a_r_t_e_r__
@releaseteam
@dvanhook822
@bar_zie
@asiaronn
@delcidnatalia
@markedeschaine
@thenailpolisher
@nickswarb
@edsurge


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