highered, Twitter, 11/9/2021 11:02:44 PM, 265966


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highered_2021-11-09_11-12-02.xlsx
highered_2021-11-09_11-12-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 09, 2021
Short Description:
highered via NodeXL https://bit.ly/3wuEWqa
@braincures
@insidehighered
@education_24x7
@edubot_he
@cmdatascoop
@timeshighered
@edtech_highered
@academicchatter
@ncsehe
@wonkhe

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

Description:
Description
The graph represents a network of 6,235 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, 09 November 2021 at 19:24 UTC.

The requested start date was Tuesday, 09 November 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 7-day, 4-hour, 57-minute period from Monday, 01 November 2021 at 20:03 UTC to Tuesday, 09 November 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 : 6235
Unique Edges : 5021
Edges With Duplicates : 10935
Total Edges : 15956
Number of Edge Types : 5
Retweet : 3719
MentionsInRetweet : 5653
Tweet : 2348
Mentions : 4034
Replies to : 202
Self-Loops : 2473
Reciprocated Vertex Pair Ratio : 0.0498028909329829
Reciprocated Edge Ratio : 0.0948804606333709
Connected Components : 946
Single-Vertex Connected Components : 452
Maximum Vertices in a Connected Component : 3517
Maximum Edges in a Connected Component : 10738
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.428542
Graph Density : 0.000205536598712753
Modularity : 0.485564
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,235 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, 09 November 2021 at 19:24 UTC.

The requested start date was Tuesday, 09 November 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 7-day, 4-hour, 57-minute period from Monday, 01 November 2021 at 20:03 UTC to Tuesday, 09 November 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:
[72] https://scroll.in/article/1009446/american-universities-are-beginning-to-recognise-the-ugly-truth-of-the-caste-system
[30] https://as.pn:443/prize
[22] https://highered.aspeninstitute.org/aspen-prize/
[21] https://reportcenter.highered.texas.gov/agency-publication/miscellaneous/private-postsecondary-institutions-operating-in-texas/
[17] https://www.insidehighered.com/admissions/article/2021/11/03/admissions-lotteries-wont-diversify-colleges-study-finds
[12] https://www.donorschoose.org/project/cleaning-supplies-are-the-glue-of-the-sc/5857773/
[11] https://www.usnews.com/education/best-colleges/articles/ways-colleges-offer-alternatives-to-study-abroad
[10] https://www.mtu.ie/news/mtu-raises-its-flag
[10] https://www.edsurge.com/news/2021-10-25-mental-health-warning-signs-to-look-out-for-this-semester?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[10] https://sponsored.chronicle.com/how-higher-education-is-adopting-new-strategies-in-loyalty-management/index.html

Top URLs in Tweet in G1:
[12] https://www.donorschoose.org/project/cleaning-supplies-are-the-glue-of-the-sc/5857773/
[10] https://www.edsurge.com/news/2021-10-25-mental-health-warning-signs-to-look-out-for-this-semester?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[9] https://sponsored.chronicle.com/how-higher-education-is-adopting-new-strategies-in-loyalty-management/index.html
[8] https://www.edsurge.com/news/2021-10-22-startup-hopes-to-shake-up-textbook-market-by-encouraging-a-mix-and-match-of-courseware?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[8] https://www.edsurge.com/news/2021-10-26-are-upstart-online-providers-getting-better-at-teaching-than-traditional-colleges?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[8] https://www.eventbrite.com/e/rethinking-higher-education-tickets-202673551047?aff=estw&utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-source=tw&utm-term=listing
[6] https://edtechreview.in/trends-insights/insights/4931-integration-of-skill-education-entrepreneurship-innovation-in-higher-education
[6] https://www.edsurge.com/news/2021-10-28-colleges-are-providing-tech-to-students-to-shrink-the-digital-divide?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[6] https://www.edsurge.com/news/2021-10-27-the-pandemic-pushed-colleges-to-record-lectures-the-practice-may-be-here-to-stay?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[6] https://www.edsurge.com/news/2021-11-02-today-s-college-students-care-about-privacy-despite-some-of-their-online-actions?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com

Top URLs in Tweet in G2:
[6] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[4] https://highered.aspeninstitute.org/aspen-prize/
[4] https://www.yamagata-u.ac.jp/jp/
[3] https://www.instagram.com/accounts/login/
[3] https://twitter.com/thePhDandMe/status/1457078559453761541
[3] https://comevo.com/register-today-to-demo-the-advance-checklist/
[3] https://bariweiss.substack.com/p/we-cant-wait-for-universities-to
[3] https://www.advent-im.co.uk/testing/red-teaming/
[3] https://www.studentaffairs.com/webinars/
[2] https://twitter.com/scicu_jeffperez/status/1455503518656258056

Top URLs in Tweet in G3:
[6] http://www.downingedtech.com/
[3] https://www.researchprofessionalnews.com/rr-news-uk-views-of-the-uk-2020-7-ottoline-leyser-has-a-big-job-on-her-hands/
[2] https://newrepublic.com/article/146049/a-professor-kind-like-priest
[2] https://www.insidehighered.com/news/2021/04/01/florida-state-scrambles-explain-alleged-abusers-long-tenure
[2] https://www.chronicle.com/podcast/innovation-that-matters/3-interactions-with-a-mentor-can-help-a-student-graduate-heres-how
[2] https://www.insidehighered.com/advice/2017/05/19/department-leaders-shouldnt-look-other-way-when-professors-harass-junior-faculty
[2] https://www.timeshighereducation.com/opinion/mit-arts-humanities-and-stem-fields-forge-essential-partnership
[2] https://www.oacommunity.org/resources
[1] https://commons.wikimedia.org/wiki/File:Academic_bullying.jpg
[1] https://twitter.com/ukri_news/status/1436300463197073415?s=21

Top URLs in Tweet in G4:
[5] https://excelenciaineducation.medium.com/how-would-an-hsi-guarantee-program-incentivize-more-hsis-to-seek-title-v-designation-and-receive-5dada0ea0ac1
[4] https://firstgen.naspa.org/engagement/first-generation-college-celebration/first-generation-college-celebration
[3] https://edtrust.org/resource/how-higher-ed-funding-can-promote-positive-campus-racial-climates/
[3] https://mailchi.mp/2fd50139ab35/what-is-happening-in-student-affairs-now-weekly-newsletter-5717821
[2] https://www.prnewswire.com/news-releases/fifth-annual-first-generation-college-celebration-to-honor-first-generation-student-and-alumni-accomplishments-on-november-8-301412624.html
[2] http://ow.ly/dIq550GlMly
[1] https://www.higheredjobs.com/faculty/details.cfm?JobCode=177688890&Title=Assistant%20Professor%2C%20Higher%20Education%20Administration
[1] https://onlinelibrary.wiley.com/toc/15360695/2021/2021/174?cookieSet=1
[1] https://www.chronicle.com/article/administrators-are-not-the-enemy
[1] https://twitter.com/Dr_AndrewK/status/1455556843174957059

Top URLs in Tweet in G5:
[7] https://www.diversitydashboard.co.uk/jobs/senior-lecturer-business-operations/#.YYC6vahTj3c.twitter
[7] https://www.diversitydashboard.co.uk/jobs/senior-lecturer-in-psychology/#.YX9g6z0rlHI.twitter
[7] https://www.diversitydashboard.co.uk/jobs/head-of-business-development/#.YXGY3NCqBzk.twitter
[6] https://www.diversitydashboard.co.uk/jobs/lecturer-in-psychology-6/#.YX9fsCR9DBk.twitter
[6] https://www.diversitydashboard.co.uk/jobs/cyber-security-engineer/#.YXu0vj5mEow.twitter
[6] https://www.diversitydashboard.co.uk/jobs/bid-manager-4/#.YX9Tix-nL50.twitter
[6] https://www.diversitydashboard.co.uk/jobs/website-manager-10/#.YYJKotln_88.twitter
[6] https://www.diversitydashboard.co.uk/jobs/library-assistant/#.YYC8X-12u78.twitter
[6] https://www.diversitydashboard.co.uk/jobs/research-development-officer/#.YYIxZnsxzZc.twitter
[5] https://www.diversitydashboard.co.uk/jobs/senior-radiographer/#.YYIy7HnsFGU.twitter

Top URLs in Tweet in G6:
[29] https://as.pn:443/prize
[11] https://highered.aspeninstitute.org/aspen-prize/
[7] http://pulse.ncpolicywatch.org/2021/11/04/federal-overhaul-equals-easing-of-student-debt-for-public-servants/
[3] http://pulse.ncpolicywatch.org/2021/11/04/republican-lawmakers-take-on-diversity-training-decry-indoctrination-at-unc-chapel-hill/
[2] https://www.cccco.edu/About-Us/News-and-Media/Todays-News
[2] https://www.higheredworks.org/2021/11/latinxed-fellowship-together-were-stronger/
[2] https://www.insidehighered.com/blogs/tackling-transfer/making-transfer-work-rural-students-and-communities
[2] https://bit.ly/3jXWPZr
[2] https://collegecampaign.org/career-opportunities/
[2] https://highered.aspeninstitute.org/wp-content/uploads/2021/11/2023-Round-One-Model-Description.pdf

Top URLs in Tweet in G7:
[3] https://www.techlearning.com/news/online-learning-evolution-how-graduate-and-undergraduates-are-learning?utm_content=tech-learning&utm_source=twitter.com&utm_medium=social&utm_campaign=socialflow
[3] https://www.chronicle.com/page/the-road-ahead-for-community-colleges
[3] https://hechingerreport.org/a-surprise-for-americas-many-career-switchers-they-need-to-go-back-to-school/
[2] https://www.techlearning.com/news/campus-cybersecurity-tips-and-resources?utm_content=tech-learning&utm_medium=social&utm_source=twitter.com&utm_campaign=socialflow
[2] https://www.highereddive.com/news/todays-students-need-hybrid-learning-models/609242/
[2] https://hope4college.com/when-care-isnt-enough-scaling-emergency-aid-during-the-covid-19-pandemic/
[2] https://temple.zoom.us/webinar/register/WN_omzyDJnYSISsBLzKn-gvIQ
[2] Ed
[2] Dive
[2] https://equity.postsecondaryvalue.org/

Top URLs in Tweet in G8:
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=265604
[6] https://e-learning-teleformacion.blogspot.com/2020/12/using-blockchain-technology-for-e.html
[5] https://e-learning-teleformacion.blogspot.com/2020/10/inteligencia-artificial-conectivismo-y.html
[5] https://www.itnews.com.au/news/curtin-university-goes-all-in-with-aws-572077?utm_campaign=Cloud%20Architecture&utm_content=186219664&utm_medium=social&utm_source=twitter&hss_channel=tw-75544737
[2] https://e-learning-teleformacion.blogspot.com/2021/01/manifiesto-por-una-educacion.html
[2] https://e-learning-teleformacion.blogspot.com/2020/12/vol-15-no-22-2020-international-journal.html
[2] https://medium.com/%C3%B1am-educkacci%C3%B3n-en-red/presentaci%C3%B3n-libro-de-la-instrucci%C3%B3n-p%C3%BAblica-a-la-digitalizaci%C3%B3n-de-la-ense%C3%B1anza-de-francisco-a0fc7349155d?source=friends_link&sk=b183d190ff136ed6277e013ad82b480a
[2] https://e-learning-teleformacion.blogspot.com/2020/09/knowledge-maps-for-e-learning-jae-hwa.html
[2] https://medium.com/%C3%B1am-educkacci%C3%B3n-en-red/fiet2021-forum-internacional-de-educaci%C3%B3n-y-tecnolog%C3%ADa-a4cdb57bedac?source=friends_link&sk=9b08155444872f76419662950dc8b9ab
[2] https://medium.com/blockchain-digital-transformation/blockchain-in-education-by-anthonyfc-dd716ab2adcd?source=friends_link&sk=f8e1817c8ffb4e59c1aa7d38686e5d3a

Top URLs in Tweet in G9:
[1] https://bariweiss.substack.com/p/f0ee620b-e8f7-43f0-a9b9-0caff5d76d55

Top URLs in Tweet in G10:
[4] https://www.newamerica.org/education-policy/edcentral/md-support-undocumented-students-in-highered/
[3] https://www.newamerica.org/education-policy/events/online-mapping-the-community-college-baccalaureate/
[2] https://www.newamerica.org/education-policy/edcentral/key-provisions-in-the-build-back-better-act/
[2] https://www.insidehighered.com/news/2021/11/02/ed-equity-lab-bridges-gap-low-income-students-colleges?utm_content=buffer5d6e0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.newamerica.org/education-policy/edcentral/what-happened-at-negotiated-rulemakings-prison-education-program-subcommittee/
[1] https://www.newamerica.org/education-policy/events/from-striketober-to-strikevember/
[1] https://www.newamerica.org/education-policy/reports/state-policy-agenda-2019/
[1] https://www.newamerica.org/education-policy/edcentral/building-taaccct-better/
[1] https://www.insidehighered.com/audio/2021/10/28/-ep-65-debating-the-value-of-college-arts
[1] https://www.insidehighered.com/views/2021/09/29/how-faculty-should-deal-digital-divide-opinion

Top Domains
Top Domains in Tweet in Entire Graph:
[431] twitter.com
[169] hispanicsinhighered.com
[166] co.uk
[117] insidehighered.com
[80] lgbtinhighered.com
[75] bit.ly
[75] edsurge.com
[72] scroll.in
[62] undergradeasier.com
[61] theguardian.com

Top Domains in Tweet in G1:
[74] edsurge.com
[47] voicestorm.com
[42] edtechmagazine.com
[35] twitter.com
[18] chronicle.com
[18] smh.re
[16] eab.com
[14] educause.edu
[12] donorschoose.org
[11] universitybusiness.com

Top Domains in Tweet in G2:
[94] twitter.com
[53] theguardian.com
[26] careerarc.com
[19] bit.ly
[14] insidehighered.com
[13] wonkhe.com
[12] linkedin.com
[10] co.uk
[6] zoom.us
[6] womenspowerbook.org

Top Domains in Tweet in G3:
[22] twitter.com
[6] timeshighereducation.com
[6] downingedtech.com
[4] insidehighered.com
[4] linkedin.com
[3] theguardian.com
[3] researchprofessionalnews.com
[3] chronicle.com
[2] newrepublic.com
[2] oacommunity.org

Top Domains in Tweet in G4:
[19] twitter.com
[5] medium.com
[4] naspa.org
[4] edtrust.org
[3] fsu.edu
[3] mailchi.mp
[2] prnewswire.com
[2] columbia.edu
[2] google.com
[2] ow.ly

Top Domains in Tweet in G5:
[145] co.uk
[53] academica.ca
[5] cbc.ca
[5] smh.re
[4] twitter.com
[4] zoom.us
[4] ellucian.com
[3] higheredstrategy.com
[3] softdocs.com
[3] seriousteachers.com

Top Domains in Tweet in G6:
[31] as.pn
[17] aspeninstitute.org
[12] ncpolicywatch.org
[7] twitter.com
[3] edsource.org
[2] cccco.edu
[2] higheredworks.org
[2] witn.com
[2] insidehighered.com
[2] bit.ly

Top Domains in Tweet in G7:
[12] twitter.com
[7] insidehighered.com
[5] techlearning.com
[4] hechingerreport.org
[4] highereddive.com
[4] postsecondaryvalue.org
[3] chronicle.com
[3] zoom.us
[2] mississippitoday.org
[2] luminafoundation.org

Top Domains in Tweet in G8:
[29] blogspot.com
[14] medium.com
[8] nodexlgraphgallery.org
[7] twitter.com
[5] com.au
[2] youtu.be
[2] ecampusnews.com
[1] youtube.com
[1] lthechat.com
[1] fierceeducation.com

Top Domains in Tweet in G9:
[1] substack.com

Top Domains in Tweet in G10:
[21] insidehighered.com
[13] newamerica.org
[11] twitter.com
[9] chronicle.com
[1] pqe.io
[1] ewa.org
[1] yahoo.com
[1] postsecondaryvalue.org
[1] thirdway.org
[1] tandfonline.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4576] highered
[373] education
[283] edtech
[242] highereducation
[183] college
[167] academictwitter
[143] diversityandinclusion
[125] ashe2021
[115] cdnpse
[110] edchat



Top Hashtags in Tweet in G1:
[676] highered
[185] edtech
[84] education
[56] cybersecurity
[56] cdwsocial
[55] avtweeps
[49] infocomm21
[42] k12
[39] highereducation
[34] edchat

Top Hashtags in Tweet in G2:
[665] highered
[66] highereducation
[34] education
[32] college
[24] elearning
[22] academictwitter
[21] instructionaldesign
[16] students
[16] edtech
[15] vancouverwa

Top Hashtags in Tweet in G3:
[63] highered
[18] stem
[16] titleix
[13] stemtoo
[12] academicchatter
[12] rapeculture
[9] metoo
[9] sexualharassment
[9] highereducation
[8] researchculture

Top Hashtags in Tweet in G4:
[230] highered
[115] ashe2021
[43] celebratefirstgen
[31] firstgen
[23] tenuretrack
[20] sapro
[15] sagrad
[12] sapros
[9] facultylife
[8] hsi

Top Hashtags in Tweet in G5:
[343] highered
[142] diversityandinclusion
[134] education
[84] cdnpse
[55] recruiting
[52] inclusiveemployer
[48] academictwitter
[43] culturalappropriation
[31] teaching
[26] hr

Top Hashtags in Tweet in G6:
[66] highered
[66] aspenprize
[17] nced
[8] nccommcolleges
[7] studentparents
[7] covid19
[7] studentsuccess
[6] ncpol
[5] holisticstudentsupports
[4] comm_colleges

Top Hashtags in Tweet in G7:
[126] highered
[17] equitablevalueexplorer
[13] wcet2021
[10] basicneeds
[8] college
[7] onlinelearning
[7] equity
[6] communitycolleges
[6] emergencyaid
[6] realcollege

Top Hashtags in Tweet in G8:
[95] highered
[35] universidad
[33] educación
[27] education
[24] edtech
[23] elearning
[23] edreform
[20] covid19
[16] digitaltransformation
[16] castells

Top Hashtags in Tweet in G9:
[1] highered

Top Hashtags in Tweet in G10:
[84] highered
[10] buildbackbetter
[8] highereducation
[6] greatresignation
[5] communitycollege
[5] equitablevalueexplorer
[5] degreesatscale
[3] emchat
[3] fachat
[3] financialaid

Top Words
Top Words in Tweet in Entire Graph:
[4555] #highered
[1032] students
[706] more
[573] education
[515] student
[502] college
[448] university
[409] higher
[381] today
[372] #education

Top Words in Tweet in G1:
[674] #highered
[184] #edtech
[146] students
[104] more
[85] edtech_highered
[84] #education
[77] educause
[69] colleges
[68] education
[61] higher

Top Words in Tweet in G2:
[665] #highered
[114] students
[85] more
[66] #highereducation
[66] college
[62] university
[58] student
[54] education
[52] higher
[49] learn

Top Words in Tweet in G3:
[63] #highered
[27] do_kinder
[23] roysocchem
[21] braincures
[21] changingstemm
[20] utafrith
[19] ottolineleyser
[18] ukri_ceo
[18] #stem
[16] #titleix

Top Words in Tweet in G4:
[227] #highered
[115] #ashe2021
[73] today
[70] students
[51] excited
[51] sonjaardoin
[48] student
[48] please
[46] higher
[45] asheoffice

Top Words in Tweet in G5:
[343] #highered
[172] latest
[168] job
[142] #diversityandinclusion
[133] #education
[126] university
[92] recruit
[84] #cdnpse
[81] more
[79] seeking

Top Words in Tweet in G6:
[97] college
[67] eligible
[66] #highered
[66] 150
[64] #aspenprize
[57] aspenhighered
[57] community
[51] million
[44] compete
[42] top

Top Words in Tweet in G7:
[124] #highered
[76] students
[29] more
[29] need
[28] luminafound
[28] student
[25] hope4college
[18] college
[18] critical
[18] report

Top Words in Tweet in G8:
[95] #highered
[44] eraser
[35] #universidad
[33] #educación
[30] lthechat
[27] #education
[26] learning
[24] #edtech
[23] #elearning
[23] #edreform

Top Words in Tweet in G9:
[132] starting
[131] well
[131] academics
[131] fed
[131] cancel
[131] culture
[131] loss
[131] viewpoint
[131] diversity
[131] harassment

Top Words in Tweet in G10:
[83] #highered
[23] students
[22] one
[20] insidehighered
[16] student
[12] colleges
[11] education
[10] know
[10] #buildbackbetter
[10] billion

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[263] higher,education
[194] latest,job
[156] learn,more
[137] #highered,#education
[131] well,starting
[131] starting,academics
[131] academics,fed
[131] fed,cancel
[131] cancel,culture
[131] culture,loss

Top Word Pairs in Tweet in G1:
[63] #highered,#edtech
[39] chris_neto,stevegreenblatt
[32] #edtech,#highered
[32] higher,education
[31] learn,more
[31] edtech_highered,#cdwsocial
[30] #highered,#education
[27] #edtech,#avtweeps
[26] #highered,leaders
[23] wish,advice

Top Word Pairs in Tweet in G2:
[32] higher,education
[27] #highered,#highereducation
[24] #highereducation,#highered
[23] learn,more
[22] #highered,#elearning
[17] higher,ed
[17] #elearning,#instructionaldesign
[16] part,time
[15] click,apply
[13] #policywonk,#highered

Top Word Pairs in Tweet in G3:
[18] utafrith,ottolineleyser
[12] professor_dave,chemistryworld
[12] chemistryworld,cgmundell
[12] cgmundell,irenehames
[12] wiringthebrain,vvoikar
[12] vvoikar,alepalermo_1
[12] alepalermo_1,roysocchem
[12] roysocchem,fabulouslylaura
[12] fabulouslylaura,mresmini
[11] do_kinder,utafrith

Top Word Pairs in Tweet in G4:
[30] psa,aera
[30] aera,decisions
[30] decisions,coming
[30] coming,today
[30] today,please
[30] please,use
[30] use,acceptance
[30] acceptance,rejection
[30] rejection,papers
[30] papers,determine

Top Word Pairs in Tweet in G5:
[160] latest,job
[96] job,university
[83] #cdnpse,#highered
[82] #highered,#education
[79] seeking,recruit
[63] read,more
[52] #diversityandinclusion,#inclusiveemployer
[43] exposed,#culturalappropriation
[43] #culturalappropriation,ie
[43] ie,bourassa

Top Word Pairs in Tweet in G6:
[41] community,college
[41] top,150
[41] 150,community
[39] eligible,compete
[35] compete,million
[30] #aspenprize,top
[28] selected,#aspenprize
[27] learn,more
[22] 150,institutions
[22] institutions,eligible

Top Word Pairs in Tweet in G7:
[22] students,need
[15] understand,student
[15] student,experiences
[15] experiences,outcomes
[13] better,understand
[13] outcomes,#highered
[13] #highered,#equitablevalueexplorer
[13] #equitablevalueexplorer,interactive
[12] iheptweets,better
[8] gatesfoundation,#highered

Top Word Pairs in Tweet in G8:
[16] #educación,#education
[16] #universidad,#castells
[16] #losu,#edreform
[15] making,#highered
[15] #highered,safe
[15] safe,#airpurifiers
[15] #airpurifiers,reduce
[15] reduce,spread
[15] spread,#covid19
[15] #covid19,susanfourtane

Top Word Pairs in Tweet in G9:
[131] well,starting
[131] starting,academics
[131] academics,fed
[131] fed,cancel
[131] cancel,culture
[131] culture,loss
[131] loss,viewpoint
[131] viewpoint,diversity
[131] diversity,harassment
[130] goodwinmj,well

Top Word Pairs in Tweet in G10:
[8] #highereducation,#highered
[7] #buildbackbetter,act
[7] understand,student
[6] 55,students
[6] students,surveyed
[6] surveyed,mentor
[6] mentor,one
[6] one,know
[6] know,find
[6] find,one

Top Replied-To
Top Replied-To in Entire Graph:
@chris_neto
@utafrith
@drdlstewart
@highered_gaming
@do_kinder
@highered_itguy
@highered_k
@edtech_highered
@karenraycosta
@cahepashe

Top Replied-To in G1:
@chris_neto
@edtech_highered
@jcheatham
@josiahway
@uhawaiinews
@tmcoxxx
@jamalimoses
@njdavidd
@hetma_org
@iffsi

Top Replied-To in G2:

Top Replied-To in G3:
@utafrith
@do_kinder
@braincures
@changingstemm
@academicparity
@morimahmoudi
@nonprofit_phd
@elebelfiore
@ajackiehunter

Top Replied-To in G4:
@drdlstewart
@cahepashe
@highered_k
@susan_marine
@cant_b
@heathershotton
@heydrmccloud
@arsenefrederic1
@trayrellz
@loyolasoe

Top Replied-To in G5:
@alli_processing

Top Replied-To in G6:
@thetattooedprof
@aspenhighered
@csu_successnet
@rashidacrutch
@lakeshoretech
@calcommcolleges
@cjdenial
@jenae_cohn

Top Replied-To in G8:
@sallyeaves
@enilev
@lthechat

Top Replied-To in G10:
@aisha_elqahtany
@naspapres
@jeremyhl
@mpolikoff
@scolatham

Top Mentioned
Top Mentioned in Entire Graph:
@goodwinmj
@curtisschin
@audreytruschke
@hispanichighed
@edtech_highered
@higheredsurge
@robynwins111
@educause
@picardonhealth
@aspenhighered

Top Mentioned in G1:
@edtech_highered
@higheredsurge
@educause
@stevegreenblatt
@hetma_org
@av_jamesking
@chris_neto
@staysafeonline
@ped1971
@chronicle

Top Mentioned in G2:
@skrabut
@profrhill
@yvonnetelting
@agacollegeprep
@drescotet
@stanfordsaparc
@kateszumanski
@digital2learn
@woffordcollege
@cokeruniversity

Top Mentioned in G3:
@do_kinder
@roysocchem
@changingstemm
@braincures
@ottolineleyser
@ukri_ceo
@proftimnoakes
@academicparity
@utafrith
@cgmundell

Top Mentioned in G4:
@sonjaardoin
@asheoffice
@drkakali
@firstgencenter
@victorerikray
@erindoran_edd
@dr_andrewk
@edexcelencia
@airealejoi
@joygayles

Top Mentioned in G5:
@robynwins111
@picardonhealth
@bppgroup
@academicatopten
@uniofgreenwich
@diversityjobs4u
@uniofbrighton
@sheffielduni
@uniofglos
@gleocbc

Top Mentioned in G6:
@aspenhighered
@higheredworks
@ncpolicywatch
@nccommcolleges
@uncfsu
@ca
@calcommcolleges
@achievethedream
@ncstate
@sac_pr

Top Mentioned in G7:
@luminafound
@hope4college
@iheptweets
@russpoulin
@gatesfoundation
@chauncylennon
@hechingerreport
@danettehoward16
@brad_weiner
@pulsipher_wgu

Top Mentioned in G8:
@eraser
@lthechat
@susanfourtane
@betamoroney
@leefallin
@enilev
@sallye
@drntasler
@drlinneasoler
@hintondm

Top Mentioned in G9:
@goodwinmj

Top Mentioned in G10:
@insidehighered
@newamericaed
@melissaezarik
@ccba_network
@gtprofed
@rechambadi
@illinoistech
@niche_insights
@tamarahiler
@thirdwayedu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@edinburghwatch
@united
@independent
@pavan_sethi
@kenkircher1
@thedeveloperbot
@cybersecurityn8

Top Tweeters in G1:
@cybersec_feeds
@botcybersec
@opensource_orgs
@cnet
@vrretweeter
@getiftech
@wallybock
@mentalhealthbo5
@snrtg
@npr

Top Tweeters in G2:
@mtnbvan
@reportsdanews
@innocentgee
@gwoodi
@cookiesinheaven
@sirlee702
@dangarrett97
@gr8wheels
@trentmkays
@lizgross144

Top Tweeters in G3:
@independent
@guardian
@googleexpertuk
@marting8177
@ignaciovalle3
@bbcnews
@nicochan33
@drumeshprabhu
@time
@tristramwyatt

Top Tweeters in G4:
@evidencerobot
@hfdavis
@demekasimmons
@tornilloarqui
@heydrmccloud
@memoriavitae
@ac360
@timothyfbryson
@drdlstewart
@ninamonei

Top Tweeters in G5:
@meeksvs
@annfinster
@humanre41270855
@4evrstardancer
@education_24x7
@mariasammutmasc
@annaanthro
@cbcnews
@totigerlilly
@ucloudify

Top Tweeters in G6:
@islandlife2014
@prettyhilarious
@thetattooedprof
@slotsqueen31
@angeliquegammon
@ncsupers
@jaime_solis
@unclequake
@marcposner
@unc

Top Tweeters in G7:
@inc
@airhasiescardo
@sophiarahming1
@brown60076
@chiseled_scott
@mjcraw
@distancelrnbot
@younginvincible
@tjoosten
@jessifer

Top Tweeters in G8:
@sectest9
@chidambara09
@cybersecurityn8
@eraser
@fabriciosx
@ricardo_ik_ahau
@pythonexpertbot
@mdrechsler
@pequeninwarrior
@spirosmargaris

Top Tweeters in G9:
@magicdmw
@thorpelynden
@weldtowrite
@hereiam65094900
@lsrlinda
@johndmtb
@sunpoches
@kenzeroharm
@sciolism007
@denisemembery

Top Tweeters in G10:
@jeremyhl
@meairy
@kohenari
@nebraskasower
@womanistpsych
@debseymour51
@_joycastro
@rkelchen
@insidehighered
@gilrogers


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