highered, Twitter, 12/24/2020 3:40:40 AM, 244035


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highered_2020-12-23_10-16-49.xlsx
highered_2020-12-23_10-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 24, 2020
Short Description:
highered via NodeXL https://bit.ly/38w9RH1
@eraser
@fred_highered
@chronicle
@cmdatascoop
@insidehighered
@luminafound
@karenraycosta
@edubot_he
@markj_ohnson
@edtech_highered

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

Description:
Description
The graph represents a network of 5,944 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 Wednesday, 23 December 2020 at 18:37 UTC.

The requested start date was Tuesday, 22 December 2020 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 7-day, 2-hour, 6-minute period from Monday, 14 December 2020 at 22:53 UTC to Tuesday, 22 December 2020 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 : 5944
Unique Edges : 5037
Edges With Duplicates : 9636
Total Edges : 14673
Number of Edge Types : 5
Mentions : 3558
Retweet : 3369
MentionsInRetweet : 4915
Tweet : 2578
Replies to : 253
Self-Loops : 2678
Reciprocated Vertex Pair Ratio : 0.0565346115888905
Reciprocated Edge Ratio : 0.107018948492127
Connected Components : 1095
Single-Vertex Connected Components : 513
Maximum Vertices in a Connected Component : 3133
Maximum Edges in a Connected Component : 9393
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.265307
Graph Density : 0.000212143220622835
Modularity : 0.494898
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,944 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 Wednesday, 23 December 2020 at 18:37 UTC.

The requested start date was Tuesday, 22 December 2020 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 7-day, 2-hour, 6-minute period from Monday, 14 December 2020 at 22:53 UTC to Tuesday, 22 December 2020 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:
[35] https://www.npr.org/2020/12/17/925831720/losing-a-generation-fall-college-enrollment-plummets-for-first-year-students
[25] https://www.insidehighered.com/quicktakes/2020/12/17/common-app-starting-new-effort-reach-low-income-students
[24] http://TheEdReporter.com
[22] http://www.downingedtech.com/
[21] https://rooseveltinstitute.org/publications/true-new-deal-for-higher-education-stimulus-advance-progressive-policy-goals/
[18] https://www.thedp.com/article/2020/12/penn-admissions-early-decision-class-of-2025
[18] https://www.seek.com.au/job/51132512?type=standout
[15] https://blogs.lse.ac.uk/impactofsocialsciences/?p=40552
[15] https://www.forbes.com/sites/kristenmoon/2020/12/14/new-ed-ii-colleges-have-been-added-for-the-2021-cycle-heres-the-complete-list/
[15] https://www.ivywise.com/mailing-list/

Top URLs in Tweet in G1:
[24] http://TheEdReporter.com
[7] https://www.facebook.com/thisweeksbestjobs
[6] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[5] https://www.nytimes.com/2020/12/16/us/mackenzie-scott-college-donations.html?smid=tw-share
[4] https://www.npr.org/2020/12/17/925831720/losing-a-generation-fall-college-enrollment-plummets-for-first-year-students
[4] http://www.fromthegovt.com/vocational-education/
[3] http://www.exploreandcreateco.com/the-wellbeing-whisperer/2020/12/15/making-and-counting-stitches-holding-a-space-for-yourself-when-you-are-all-zoomed-out
[3] https://www.chronicle.com/article/the-demographic-cliff-5-findings-from-new-projections-of-high-school-graduates
[3] https://www.cengage.com/support-changing-classrooms/faculty/professional-development/
[2] https://www.cheaconference2021.org/OKArEO?RefId=Twitter

Top URLs in Tweet in G2:
[13] http://www.downingedtech.com/
[9] https://e-learning-teleformacion.blogspot.com/2020/06/2020-educause-horizon-report-teaching.html
[9] https://www.fightforthefuture.org/news/2020-12-17-2000-parents-call-on-mcgraw-hill-publishing-to-end/
[7] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[6] https://twitter.com/higheredav/status/1338869204267671552
[6] https://www.k12prospects.com/LP/Edtech-Hashtags-2020/K-12-Education-Technology-Hashtags-2020.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=k-12-education-technology-hashtags-2020&utm_content=textlink
[6] https://www.getrevue.co/profile/notion-for-academics
[5] https://e-learning-teleformacion.blogspot.com/2020/06/the-impact-of-covid-19-on-higher.html
[5] https://e-learning-teleformacion.blogspot.com/2019/11/what-is-education-5-big-mistakes-in.html
[5] https://avnation.tv/avnation-best-of-2020-awards/

Top URLs in Tweet in G3:
[6] https://twitter.com/gigibsohn/status/1340824404033462273
[5] https://www.usatoday.com/story/opinion/2020/12/15/colleges-serving-low-income-students-need-more-money-column/3893711001/
[5] https://www.npr.org/2020/12/17/925831720/losing-a-generation-fall-college-enrollment-plummets-for-first-year-students
[5] https://www.insidehighered.com/news/2020/12/18/voters-want-increase-value-college-perception-dips-pandemic#.X9yxKSU0C3E.twitter
[4] https://www.luminafoundation.org/news-and-views/will-they-stay-or-will-they-go-a-new-poll-reveals-college-students-concerns-amid-the-pandemic/
[4] https://www.youtube.com/watch?v=v5RphuUIi-Q&feature=emb_title

[4] https://higheredpolicyjobs.org/
[4] https://www.usatoday.com/story/news/education/2020/12/18/common-app-college-application-daca-immigrant-students/3938829001/
[3] https://www.npr.org/2020/12/20/948659930/congress-poised-to-simplify-fafsa-and-help-people-in-prison-go-to-college
[3] https://higherlearningadvocates.org/resource/publications/101-distance-education/

Top URLs in Tweet in G4:
[7] https://yonkersfun.com/2020/11/17/neh-digital-humanities-national-or-regional-training-program-grants-deadline-march-2/
[7] https://edtechmagazine.com/higher/article/2020/12/mobile-devices-extend-students-access-and-engagement-perfcon
[5] https://www.edsurge.com/news/2020-12-01-how-to-save-public-higher-ed-new-book-makes-case-for-rethinking-the-value-of-colleges?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[5] https://edtechmagazine.com/higher/article/2020/12/outdoor-wi-fi-expands-access-college-students-perfcon
[4] https://www.edsurge.com/news/2020-12-17-how-is-the-isa-experiment-faring-so-far?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://www.edsurge.com/news/2020-12-17-colleges-lost-nearly-half-a-million-student-enrollments-this-fall?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://www.edsurge.com/news/2020-12-17-2-000-parents-petition-mcgraw-hill-to-stop-using-remote-proctoring-tools-in-courseware?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://www.edsurge.com/news/2020-12-08-automated-proctors-watch-students-now-senators-are-watching-these-companies?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://www.edsurge.com/research/guides/21st-century-teaching-guide?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://edtechmagazine.com/higher/article/2020/12/4-ways-reduce-risk-higher-ed-it-2021

Top URLs in Tweet in G5:
[11] https://www.chronicle.com/article/the-year-that-pushed-higher-ed-to-the-edge
[4] Academic
[4] Continuity
[4] https://www.nacacnet.org/globalassets/documents/advocacy-and-ethics/gr/advocacy-letters/2020/100days.pdf
[3] https://www.insidehighered.com/advice/2020/10/28/advice-how-successfully-guide-students-group-work-online-opinion?utm_campaign=Thought
[3] https://echo360.com/blog-using-embedded-polling/?utm_campaign=2020
[3] https://www.chronicle.com/article/the-demographic-cliff-5-findings-from-new-projections-of-high-school-graduates?utm_source=Iterable&utm_medium=email&utm_campaign=campaign_1819107_nl_Academe-Today_date_20201215&cid=at&source=ams&sourceId=383123
[3] https://knocking.wiche.edu/executive-summary/
[2] Leadership&utm_content=149587310&utm_medium=social&utm_source=twitter&hss_channel=tw-34668858
[2] https://www.facultyfocus.com/articles/faculty-development/regroup-and-refocus-strategies-to-avoid-professor-burn-out/?utm_campaign=Thought

Top URLs in Tweet in G6:
[5] https://www.oacommunity.org/resources
[4] https://diverseeducation.com/article/198628/
[3] https://diverseeducation.com/article/198643/
[3] https://bergen.edu/posts/student-research-seeks-to-solve-pandemic-puzzle/
[3] https://yonkersfun.com/2020/11/17/neh-digital-humanities-national-or-regional-training-program-grants-deadline-march-2/
[2] https://www.ecampusnews.com/2020/12/17/how-predictive-analytics-helps-improve-student-enrollment-and-retention/
[2] https://www.ecampusnews.com/2020/12/15/using-tech-focused-pathways-to-address-gaps-in-stem-fields/?utm_content=buffer8ff0b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.youtube.com/watch?v=9i_3SA6LjAg&feature=youtu.be

[2] https://bccampus.ca/2020/12/15/we-belong-to-each-other-announcing-the-2021-campus-well-being-summit/
[2] https://www.wkms.org/post/college-students-reflect-another-semester-during-pandemic

Top URLs in Tweet in G7:
[2] https://twitter.com/mstratford/status/1340856599489994752
[2] https://www.ppic.org/publication/a-new-era-of-student-access-at-californias-community-colleges/
[2] https://www.insidehighered.com/blogs/confessions-community-college-dean/snow-days-and-zoom
[2] https://medium.com/@phdtxst/asu-gsv-micro-course-preparing-community-college-students-from-completion-to-the-future-of-job-2d6310b7b37f
[1] https://twitter.com/zbleemer/status/1341089166587813888
[1] https://twitter.com/NPR/status/1340856650480168960
[1] https://twitter.com/mackenziescott/status/1338894677106282498
[1] https://twitter.com/AccelerationCA/status/1336704531887869953
[1] https://twitter.com/VLundyWagner/status/1338923250802278400
[1] https://twitter.com/occrl/status/1338946866562674688

Top URLs in Tweet in G8:
[4] https://www.youtube.com/watch?v=iDsRBOS7psI&feature=youtu.be

[2] https://www.youtube.com/watch?v=SIWVc4Z2N5s&feature=youtu.be

[2] https://twitter.com/NSClearinghouse/status/1339601756502675459
[2] https://www.youtube.com/playlist?list=PLCRjdC_WDJFXqC0Qd_aHXIrcNzO106v9k

[2] https://www.acenet.edu/News-Room/Pages/New-Pulse-Point-Survey-of-College-Presidents-Shows-Increase-in-Mental-Health-Concerns-Ongoing-Impact-of-COVID-19.aspx
[2] https://twitter.com/andrewcrain/status/1340429834019893251
[1] https://twitter.com/CAeconomy/status/1340020534868905985
[1] https://futurohealth.org/podcast/jaime-fall-director-of-upskill-america-at-the-aspen-institute-invest-in-a-culture-of-learning-2/
[1] https://www.jff.org/points-of-view/5-ways-states-can-put-americans-back-work-and-transform-higher-education/
[1] https://www.jff.org/points-of-view/jff-leads-pursuit-new-ways-pay-education-and-training/

Top URLs in Tweet in G9:
[2] https://www.theguardian.com/uk-news/2020/dec/20/ive-been-unfairly-targeted-says-academic-at-heart-of-national-trust-woke-row
[1] https://www.nature.com/articles/doi:10.1038/s41564-020-00845-0.epdf?sharing_token=Pf0zoFRoCj7IQeQVNpPFiNRgN0jAjWel9jnR3ZoTv0O_FDNm1DiwS92deZ75UwANyIHGkQXvHQ6ykF5fq64O-yTGpeqtJqbCOvhPCq-KQ7L_AadXmLpdua4NO36kdh5qXCTwufQ_sOH-m11TDkbeWPsxhgFDZJKv_GCVKA2OQu8%3D
[1] https://drive.google.com/file/d/1mpAyyEEjt7Y7O1Y3iT6N60OI2ulpfM0R/view?usp=drivesdk
[1] https://gradschool.wayne.edu/news/professor-studies-the-unique-harm-of-cultural-betrayal-41044

Top URLs in Tweet in G10:
[3] https://universitybusiness.com/balancing-act-evaluating-the-financial-impact-of-declining-enrollment-and-covid-19/
[3] https://universitybusiness.co.uk/headlines/new-ofs-chair-is-conservative-peer-james-wharton/
[2] https://wonkhe.com/blogs/the-great-big-wonkhe-uni-christmas-cards-quiz/
[2] https://universitybusiness.com/purdue-keeping-tuition-flat-for-10th-consecutive-year/
[2] https://universitybusiness.co.uk/headlines/grade-inflation-universities-show-commitment-to-protecting-degree-standards
[2] https://www.mediafhe.com/new-year-new-norm-new-thinking-vcs-draw-up-their-wishlist-for-2021
[2] https://www.mediafhe.com/universities-struggle-to-keep-all-the-balls-in-the-air
[2] https://universitybusiness.com/remote-employees-still-giving-back-to-community/
[2] https://www.accesshecreative.co.uk/
[1] https://universitybusiness.com/leading-through-a-storm-rochester-remains-strong/

Top Domains
Top Domains in Tweet in Entire Graph:
[529] twitter.com
[122] insidehighered.com
[120] blogspot.com
[108] hispanicsinhighered.com
[94] lgbtinhighered.com
[77] edsurge.com
[70] careerarc.com
[68] youtube.com
[65] voicestorm.com
[63] academica.ca

Top Domains in Tweet in G1:
[108] twitter.com
[57] theguardian.com
[41] careerarc.com
[27] insidehighered.com
[24] theedreporter.com
[19] linkedin.com
[10] npr.org
[8] nytimes.com
[7] facebook.com
[7] coursehero.com

Top Domains in Tweet in G2:
[114] blogspot.com
[67] twitter.com
[38] medium.com
[25] globaleducationtimes.org
[14] educause.edu
[13] downingedtech.com
[13] edtechreview.in
[10] k12prospects.com
[9] fightforthefuture.org
[8] linkedin.com

Top Domains in Tweet in G3:
[44] twitter.com
[21] insidehighered.com
[13] npr.org
[11] nasfaa.org
[9] forbes.com
[9] usatoday.com
[7] luminafoundation.org
[7] mailchi.mp
[6] youtube.com
[6] highereddive.com

Top Domains in Tweet in G4:
[64] edsurge.com
[33] edtechmagazine.com
[32] voicestorm.com
[18] twitter.com
[16] educause.edu
[12] yonkersfun.com
[12] diverseeducation.com
[6] thetambellinigroup.com
[6] foreignadmits.com
[5] chronicle.com

Top Domains in Tweet in G5:
[30] chronicle.com
[23] insidehighered.com
[12] twitter.com
[10] facultyfocus.com
[8] timeshighereducation.com
[7] nacacnet.org
[5] echo360.com
[4] shareaholic.com
[4] wiche.edu
[4] sreb.org

Top Domains in Tweet in G6:
[17] voicestorm.com
[16] ecampusnews.com
[13] diverseeducation.com
[9] bccampus.ca
[7] higheredjobs.com
[5] oacommunity.org
[4] twitter.com
[4] aascu.org
[3] youtube.com
[3] bergen.edu

Top Domains in Tweet in G7:
[20] twitter.com
[4] insidehighered.com
[3] medium.com
[2] nusystem.org
[2] ppic.org
[1] studentcentereddesign.org
[1] pressherald.com
[1] aspeninstitute.org
[1] ingentaconnect.com
[1] bpr.org

Top Domains in Tweet in G8:
[9] youtube.com
[8] twitter.com
[4] ecampusnews.com
[4] acenet.edu
[2] jff.org
[2] stradaeducation.org
[2] ccdaily.com
[2] trelliscompany.org
[2] chronicle.com
[1] futurohealth.org

Top Domains in Tweet in G9:
[2] theguardian.com
[1] nature.com
[1] google.com
[1] wayne.edu

Top Domains in Tweet in G10:
[24] universitybusiness.com
[10] co.uk
[8] mediafhe.com
[5] twitter.com
[3] wonkhe.com
[3] org.uk
[2] youtube.com
[1] insidehighered.com
[1] vrfinal.com
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5026] highered
[387] edtech
[303] education
[298] highereducation
[286] college
[268] covid19
[164] elearning
[152] edchat
[127] research
[124] cdnpse



Top Hashtags in Tweet in G1:
[720] highered
[68] highereducation
[34] college
[27] edchat
[22] education
[20] academictwitter
[18] covid19
[18] onlinelearning
[16] edtech
[16] students

Top Hashtags in Tweet in G2:
[576] highered
[290] edtech
[154] education
[117] elearning
[88] universidad
[72] covid19
[67] avtweeps
[67] highereducation
[58] edchat
[58] edreform

Top Hashtags in Tweet in G3:
[406] highered
[42] highereducation
[34] fafsa
[31] students
[20] highereducationleadership
[20] financialaid
[19] realcostofcollege
[16] fixfafsa
[16] covid19
[14] admissions

Top Hashtags in Tweet in G4:
[245] highered
[32] cdwsocial
[23] education
[18] covid19
[14] edtech
[13] cybersecurity
[12] microsoftteams
[10] grants
[9] data
[8] itsecurity

Top Hashtags in Tweet in G5:
[197] highered
[20] covid19
[15] onlinelearning
[13] acadv
[11] edchat
[11] phd
[10] highereducation
[9] hybridlearning
[7] academictwitter
[7] college

Top Hashtags in Tweet in G6:
[164] highered
[37] cmsi
[35] msis
[18] mentalhealth
[17] cdwsocial
[14] leadership
[13] hbcus
[12] college
[11] university
[11] equity

Top Hashtags in Tweet in G7:
[73] highered
[9] edequity
[8] northcarolina
[6] fafsa
[6] hbcus
[6] ungrading
[4] restorepell
[4] comm_college
[4] nced
[3] transfer

Top Hashtags in Tweet in G8:
[81] highered
[16] covid19
[12] workforce
[7] postseced
[7] college
[6] wkdev
[5] education
[4] pandemic
[4] postsecondary
[4] learning

Top Hashtags in Tweet in G9:
[71] highered
[68] research
[67] equity
[1] academictwitter
[1] interdisciplinary
[1] stem
[1] cdnpse
[1] blacklivesmatter
[1] edi
[1] ukpoli

Top Hashtags in Tweet in G10:
[65] highered
[12] students
[11] covid19
[11] highereducation
[8] colleges
[8] lovehe
[7] college
[7] university
[7] he
[6] enrollment

Top Words
Top Words in Tweet in Entire Graph:
[5013] #highered
[1110] students
[821] more
[606] education
[506] college
[433] student
[429] learning
[419] higher
[405] read
[401] 2020

Top Words in Tweet in G1:
[720] #highered
[140] students
[92] more
[92] college
[72] education
[70] university
[68] #highereducation
[54] london
[52] higher
[50] student

Top Words in Tweet in G2:
[576] #highered
[290] #edtech
[154] #education
[144] education
[129] learning
[118] #elearning
[114] eraser
[97] 2020
[90] online
[88] more

Top Words in Tweet in G3:
[405] #highered
[219] students
[83] college
[81] more
[71] policy
[54] 2020
[51] commonapp
[45] student
[43] pell
[42] #highereducation

Top Words in Tweet in G4:
[245] #highered
[65] students
[54] higheredsurge
[45] edtech_highered
[43] help
[39] more
[35] colleges
[34] education
[32] institutions
[32] #cdwsocial

Top Words in Tweet in G5:
[197] #highered
[44] more
[35] chronicle
[34] students
[30] insidehighered
[29] covid
[24] online
[24] need
[24] year
[22] education

Top Words in Tweet in G6:
[164] #highered
[57] students
[41] more
[37] #cmsi
[35] centerformsis
[35] #msis
[34] colleges
[30] learn
[29] sdpinstitute
[27] bccampus

Top Words in Tweet in G7:
[73] #highered
[23] students
[19] black
[15] colleges
[14] grant
[11] support
[10] 000
[10] purpose
[9] make
[9] historically

Top Words in Tweet in G8:
[81] #highered
[30] more
[20] students
[18] enrollment
[16] #covid19
[16] work
[14] college
[13] session
[13] rebuilding
[13] amid

Top Words in Tweet in G9:
[71] #highered
[68] #research
[67] read
[67] latest
[67] expedited
[67] path
[67] towards
[67] #equity
[67] published
[67] springernature

Top Words in Tweet in G10:
[65] #highered
[22] universitybiz
[22] students
[21] university
[20] year
[12] #students
[11] student
[11] #covid19
[11] #highereducation
[10] covid

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[263] higher,education
[162] #highered,#highereducation
[156] learn,more
[154] covid,19
[126] read,more
[120] higher,ed
[103] #highered,#edtech
[100] #cdnpse,#highered
[92] #highered,read
[77] read,latest

Top Word Pairs in Tweet in G1:
[31] #highered,#highereducation
[31] higher,education
[23] oklahoma,city
[18] higher,ed
[17] #highereducation,#highered
[15] learn,more
[14] #highered,#edchat
[14] city,ok
[12] great,fit
[11] high,school

Top Word Pairs in Tweet in G2:
[83] #highered,#edtech
[63] higher,education
[51] covid,19
[50] #highered,#highereducation
[34] #edtech,#highered
[30] #elearning,#mlearning
[29] #universidad,#highered
[25] #education,#highered
[25] #universidad,#university
[25] #intled,#highered

Top Word Pairs in Tweet in G3:
[42] undocumented,students
[36] commonapp,changing
[36] changing,application
[35] #highered,#highereducation
[34] applications,undocumented
[34] declined,16
[34] 16,2016
[34] 2016,2020
[33] college,students
[33] students,declined

Top Word Pairs in Tweet in G4:
[14] #education,#highered
[13] higher,education
[13] edtech_highered,#cdwsocial
[12] #highered,institutions
[12] help,remote
[12] remote,#highered
[12] #highered,staff
[12] staff,collaborate
[12] collaborate,more
[12] more,effectively

Top Word Pairs in Tweet in G5:
[16] covid,19
[11] chronicle,#highered
[11] higher,education
[11] 25,years
[10] spoke,advisingpodcast
[10] advisingpodcast,journey
[10] journey,#highered
[10] #highered,disabled
[10] disabled,researcher
[10] researcher,results

Top Word Pairs in Tweet in G6:
[33] #cmsi,#msis
[21] learn,more
[12] #msis,#hbcus
[11] #hbcus,#highered
[11] community,colleges
[10] #msis,#highered
[9] schools,colleges
[9] colleges,unis
[9] unis,holiday
[9] holiday,students

Top Word Pairs in Tweet in G7:
[9] black,educator
[8] three,historically
[8] historically,black
[8] black,#northcarolina
[8] #northcarolina,colleges
[8] colleges,received
[8] received,record
[8] record,financial
[8] financial,gifts
[8] gifts,philanthropist

Top Word Pairs in Tweet in G8:
[13] #highered,rebuilding
[12] amid,#covid19
[11] reinvention,#highered
[11] rebuilding,#workforce
[11] #workforce,amid
[10] caeconomy,summit
[10] summit,session
[10] mikyung,ryu
[8] nsclearinghouse's,mikyung
[8] session,reinvention

Top Word Pairs in Tweet in G9:
[67] read,latest
[67] latest,#research
[67] #research,expedited
[67] expedited,path
[67] path,towards
[67] towards,#equity
[67] #equity,#highered
[67] #highered,published
[67] published,springernature
[66] berondam,read

Top Word Pairs in Tweet in G10:
[10] popular,articles
[10] articles,year
[8] #highered,#highereducation
[8] #lovehe,#highered
[7] 12,popular
[6] #highered,#he
[5] national,student
[5] student,clearinghouse
[5] #colleges,#universities
[5] #college,#university

Top Replied-To
Top Replied-To in Entire Graph:
@jeanalexis_jas
@chris_neto
@peevedccprof
@jselingo
@ohs_highered
@pradyumna33333
@insidehighered
@edtech_highered
@penney_highered
@mags_fox

Top Replied-To in G1:
@edunationfin

Top Replied-To in G2:
@chris_neto
@ped1971
@cbmoss
@edutopia
@knowledgeworks
@ssireview
@asaecenter
@getting_smart
@ncldorg
@mckinseydigital

Top Replied-To in G3:
@loganmbooker
@mikekrausetn
@admithub
@jaimeramirezme7
@commonapp
@marygrondahl
@thoughtfulldrs
@gallup
@fabiogarciareis
@carlquintanilla

Top Replied-To in G4:
@edtech_highered
@theedtechclub
@strandjunker
@spotify
@formassembly
@learningspiral

Top Replied-To in G5:
@insidehighered
@chronicle
@campusreform
@nebhe

Top Replied-To in G6:
@slattervandana

Top Replied-To in G7:
@calcommcolleges
@polumechanos
@kevinrmcclure
@allangolston
@odedgurantz
@socalcan
@cathyndavidson
@susandebrablum
@dewit_mm
@ryanleckey

Top Replied-To in G8:
@jselingo
@jackstripling
@phase2advisory

Top Replied-To in G10:
@londonhigher
@mike_rat

Top Mentioned
Top Mentioned in Entire Graph:
@eraser
@edtech_highered
@springernature
@berondam
@higheredsurge
@hispanichighed
@commonapp
@rad_educator
@insidehighered

Top Mentioned in G1:
@tusculum_univ
@apa_psyclearn
@ietrainings
@fwdhumanity
@karinfischer
@aautvu
@meetedmarketing
@cursivecontent
@hdsiucsd
@queenseoc

Top Mentioned in G2:
@eraser
@josiahway
@etr_in
@iethics
@actualham
@chris_neto
@notionhq
@itlc_lilly
@higheredav
@monicarysavy

Top Mentioned in G3:
@commonapp
@thirdwayedu
@emilybouckwest
@johnbking
@luminafound
@sheeoed
@ncanetwork
@nasfaa
@uaspire
@politico

Top Mentioned in G4:
@higheredsurge
@edtech_highered
@educause
@malindasmith
@diverseissues
@itsdrmordecai
@runforserenity
@mckinsey
@umbc
@foundinyonkers

Top Mentioned in G5:
@chronicle
@insidehighered
@wicheedu
@srebdocsch
@facultyfocus
@advisingpodcast
@edexcelencia
@srebeducation
@rathvivian
@carlsonics

Top Mentioned in G6:
@centerformsis
@sdpinstitute
@ecampusnews
@drpetra
@bccampus
@openacademics
@healthycampuses
@patriciaberkly
@edtech_highered
@tayloru

Top Mentioned in G7:
@mackenziescott
@tophat
@calcommcolleges
@lexalogue
@higheredworks
@wvupress
@vlundywagner
@susandebrablum
@geekypedagogy
@ssccc_official

Top Mentioned in G8:
@nsclearinghouse
@jfftweets
@aceducation
@jamiemerisotis
@caeconomy
@workforcevan
@stradaeducation
@mariakflynn
@workingnation
@wildavsky

Top Mentioned in G9:
@springernature
@berondam
@dawnbazely
@midd1998
@naturemicrobiol
@jennifermgmez1
@wsupsychology
@clasresearch

Top Mentioned in G10:
@universitybiz
@officestudents
@wonkhe
@mediafhe
@ub_uk
@uniofnottingham
@amynorton8
@guildhe
@michelledonelan
@uniofleicester

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jurylady5
@ee
@chidambara09
@cybersec_feeds
@lt38
@geoffrey_payne
@rjber15
@femtech_
@saragomezaranci

Top Tweeters in G1:
@adaviswilliams
@gwoodi
@brodybroshears
@gr8wheels
@isamutlib
@keith_wilson
@richkelsey
@napernurse
@researchbuzz
@duanebonifer

Top Tweeters in G2:
@chidambara09
@eraser
@calcaware
@juandoming
@dataaugmented
@elmundoes
@craigmaccormack
@hubofml
@slackhq
@larepublica_co

Top Tweeters in G3:
@lynch39083
@dropoutnation
@politico
@usatoday
@forbes
@drferdowsi
@saragoldrickrab
@npr
@bopinion
@deseretnews

Top Tweeters in G4:
@sectest9
@cybersec_feeds
@cybersecurityn8
@epidemia_59
@outlookindia
@nikhilchhajar
@heraldleader
@debama818
@educationweek
@margymaclibrary

Top Tweeters in G5:
@thehill
@viralvideovlogs
@antifadisabled
@wunpini_fm
@asieduedmund
@hartfordcourant
@markedeschaine
@jadzia_1
@undergroundsch2
@ldburnett

Top Tweeters in G6:
@bishodip
@nbcnews
@sophiarahming1
@valkayec
@drpetra
@1naturalzeta
@ghimireab
@refinery29
@chanty_lyles
@mentalhretweet

Top Tweeters in G7:
@digitaldecoded1
@byjenamiller
@egotripping_
@cathyndavidson
@s_bearden
@philanthropy
@puellam4
@biblioracle
@iammstish
@polumechanos

Top Tweeters in G8:
@chicagotribune
@susannadw
@kinowords
@mjcraw
@americaspromise
@cae
@the74
@tvanderark
@businesswire
@ronlieber

Top Tweeters in G9:
@jchrispires
@may_gun
@needhibhalla
@drrubidium
@dawnbazely
@msep0003
@msmjetten
@arexpats
@watermicrobe
@carlyziter

Top Tweeters in G10:
@researchmrx
@ed
@registrarism
@uniofnottingham
@profgrahamtowl
@staffsuni
@pigironjoe
@mary_annastle
@wonkhe
@educationgovuk


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