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highered_2021-03-23_10-16-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 24, 2021
Short Description:
highered via NodeXL https://bit.ly/3chb3Bq
@cmdatascoop
@timeshighered
@do_kinder
@braincures
@insidehighered
@academicchatter
@uiainnovation
@eraser
@usedgov
@pariscritical

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

Description:
Description
The graph represents a network of 6,393 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, 23 March 2021 at 17:36 UTC.

The requested start date was Tuesday, 23 March 2021 at 00:01 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 6-day, 5-hour, 16-minute period from Tuesday, 16 March 2021 at 18:43 UTC to Tuesday, 23 March 2021 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 : 6393
Unique Edges : 5386
Edges With Duplicates : 11356
Total Edges : 16742
Number of Edge Types : 5
Replies to : 294
Mentions : 4496
Tweet : 2469
Retweet : 3642
MentionsInRetweet : 5841
Self-Loops : 2590
Reciprocated Vertex Pair Ratio : 0.0477278497080477
Reciprocated Edge Ratio : 0.0911073418948389
Connected Components : 1038
Single-Vertex Connected Components : 530
Maximum Vertices in a Connected Component : 3829
Maximum Edges in a Connected Component : 12228
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.836826
Graph Density : 0.000201986802289034
Modularity : 0.4783
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 6,393 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, 23 March 2021 at 17:36 UTC.

The requested start date was Tuesday, 23 March 2021 at 00:01 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 6-day, 5-hour, 16-minute period from Tuesday, 16 March 2021 at 18:43 UTC to Tuesday, 23 March 2021 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:
[9] https://www.scu.edu/ethics/internet-ethics-blog/readings-in-ai-ethics/
[9] http://activehistory.ca/2021/03/to-test-or-not-to-test-assessment-and-learning-in-historical-education/
[8] https://www.wsj.com/articles/college-admission-season-is-crazier-than-ever-that-could-change-who-gets-in-11615909061
[7] https://www.denverpost.com/2021/03/20/colorado-sat-act-test-optional/
[7] https://japan-forward.com/global-minds-lessons-learned-at-home-in-the-absence-of-study-abroad/
[6] https://twitter.com/drjesstaylor/status/1372948065636790280
[6] https://www.classical-music.com/features/articles/what-are-the-best-music-colleges-and-conservatoires-in-the-world/
[6] https://www.strivescan.com/lgbtq
[5] https://www.mhu.edu/news/mars-hill-university-announces-plans-for-spring-graduation/
[4] https://www.cnn.com/2021/03/16/us/college-admission-pandemic-ivy-league/index.html

Top URLs in Tweet in G1:
[3] http://r.socialstudio.radian6.com/66a93d23-c9ee-4dc4-b568-e1cd9c3087cb
[2] https://distance-education-guide-africa.com/
[2] Ed
[2] Dive
[2] https://www.inc.com/justin-bariso/inside-googles-plan-to-disrupt-college-degree-exclusive.html
[2] -
[2] https://us10.campaign-archive.com/?u=500e0afcc20b6fe59b853cb5e&id=1b81dec354
[2] https://mytechdecisions.com/facility/classroom-technology-edspaces-2021/
[2] https://www.aacrao.org/advocacy/federal-relations/public-policy-action-group/ppag-application
[2] https://the-argument.simplecast.com/episodes/whats-the-fairest-way-to-cancel-student-loans-ObWzRCy8

Top URLs in Tweet in G2:
[1] https://www.insidehighered.com/advice/2021/03/18/colleges-should-develop-formal-programs-mentoring-not-leave-it-individual-faculty?utm_source=Inside+Higher+Ed&utm_campaign=4d9b867362-DNU_2021_COPY_01&utm_medium=email&utm_term=0_1fcbc04421-4d9b867362-197495997&mc_cid=4d9b867362&mc_eid=82a5c6ae3e
[1] https://www.bbc.co.uk/news/education-56462390
[1] https://www.linkedin.com/groups/9046321/
[1] https://www.tandfonline.com/doi/full/10.1080/13603108.2020.1823512?cookieSet=1
[1] https://www.educause.edu/about/working-at-educause/career-opportunities/?gnk=job&gni=8a78879e781ec9b5017822cdc82b2cdf&gns=Employee+Social+Media+Referral
[1] https://www2.grantsoffice.com/l/150501/2021-03-18/vxrdp/24938
[1] https://blogs.surrey.ac.uk/vice-chancellor/2021/03/15/blog-what-is-the-future-of-digital-learning-for-higher-education-march-2021/
[1] https://twitter.com/ResFortnight/status/1372153030641074182
[1] https://digital.bu.edu/incubator/work-with-us/cfp/external-funding-opportunities/

Top URLs in Tweet in G3:
[9] https://www.scu.edu/ethics/internet-ethics-blog/readings-in-ai-ethics/
[4] https://www.edsurge.com/news/2021-03-09-there-is-no-average-student-so-how-should-educators-measure-learning?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://e-learning-teleformacion.blogspot.com/2020/10/inteligencia-artificial-conectivismo-y.html
[3] https://e-learning-teleformacion.blogspot.com/2019/05/women-in-higher-ed-tech-leadership-by.html
[2] https://e-learning-teleformacion.blogspot.com/2019/05/future-education-and-artificial.html
[2] https://e-learning-teleformacion.blogspot.com/2020/12/using-blockchain-technology-for-e.html
[2] https://universitybusiness.co.uk/2021event/?utm_campaign=@UB_UK
[2] Talking
[2] Higher
[2] Ed

Top URLs in Tweet in G4:
[4] https://www.newamerica.org/education-policy/edcentral/transcript-withholding/
[3] https://iwpr.org/p/33967
[3] http://response.diverseeducation.com/digimag
[3] https://www.youtube.com/watch?v=K61wVn957u8

[2] https://www.aacc.nche.edu/2021/03/01/updated-department-of-education-information-regarding-crrsaa-implementation/
[2] https://rural.acct.org/
[1] https://edstrategy.org/resource/preventing-a-lost-covid-cohort/
[1] https://twitter.com/MACooperPhD/status/1372975492605874176
[1] https://sheeo.org/sheeo-statement-in-support-of-the-asian-american-community/
[1] https://twitter.com/senrobportman/status/1372575889330995205

Top URLs in Tweet in G5:
[8] https://www.wsj.com/articles/college-admission-season-is-crazier-than-ever-that-could-change-who-gets-in-11615909061
[6] https://www.classical-music.com/features/articles/what-are-the-best-music-colleges-and-conservatoires-in-the-world/
[4] https://www.cnn.com/2021/03/16/us/college-admission-pandemic-ivy-league/index.html
[4] https://www.insidehighered.com/admissions/article/2021/03/18/fiske-guide-will-drop-sat-and-act-scores
[3] https://www.wsj.com/articles/top-colleges-in-the-south-by-size-11616015584
[2] https://wrightresearchlab.wordpress.com/2021/03/15/interesting-article-in-chronicle-today-tenures-broken-promise/
[2] https://whosonthemove.com/college-of-charleston-named-a-top-producer-of-fulbright-students-2/
[2] https://ticas.org/careers/program-associate-michigan/
[2] https://academeblog.org/2021/03/15/support-columbia-graduate-student-workers-strike/
[1] https://edsource.org/2021/how-the-pandemic-changed-higher-education-in-california/651334

Top URLs in Tweet in G6:
[2] https://www.timeshighereducation.com/news/covid-triggers-change-guard-australian-sector-leadership
[2] https://www.lepoint.fr/monde/royaume-uni-le-nouvel-erasmus-ne-fait-pas-l-unanimite-18-03-2021-2418436_24.php
[2] https://www.ft.com/content/6a89cafa-079a-41df-9da6-5debe66bf3df
[2] https://www.iesalc.unesco.org/en/2021/03/10/has-the-female-advantage-put-an-end-to-gender-inequalities-a-report-and-a-debate-seek-to-provide-an-answer/
[1] https://techcrunch.com/2021/03/11/professor-scott-galloway-just-raised-30-million-for-an-online-school-that-upskills-managers-fast/
[1] https://www.youtube.com/channel/UClbbWYTjSiXnhShJ0Z1-05g
[1] https://docs.google.com/forms/d/e/1FAIpQLSfk6b2wwvdgSTVCM1WimUK0LjaBEOjjRMReNl1Io9AkGJTYOw/viewform
[1] https://bit.ly/36Femjh
[1] https://twitter.com/sdgbergen/status/1372444718626435078
[1] https://twitter.com/timeshighered/status/1372372689751568387

Top URLs in Tweet in G7:
[2] https://www.acenet.edu/Pages/Engage/Workshops/Creating-Sustainable-Business-Models-for-the-Post-Pandemic-Campus.aspx
[1] https://stradaeducation.org/adult-learners/how-to-make-online-ed-work-for-students/
[1] https://www.chronicle.com/article/state-spending-on-higher-education-has-held-steady-with-a-boost-from-federal-money?utm_source=Iterable&utm_medium=email&utm_campaign=campaign_2110981_nl_Academe-Today_date_20210317&cid=at&source=ams&sourceId=4825739&cid2=gen_login_refresh
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DVxOYVtnTjeo&q=EgS4SO-bGOWio4IGIhkA8aeDS2UEQrIqphnoPaaudBF_nnchmRsDMgFy
[1] https://coenet.org/policy_seminar.shtml
[1] https://evolllution.com/revenue-streams/opportunities_challenges/dont-makes-cuts-to-your-institution-transform-it-instead/
[1] https://twitter.com/Pulsipher_WGU/status/1371907448596885504
[1] https://www.forbes.com/sites/michaeltnietzel/2021/03/17/new-report-shows-the-success-of-wgu-academys-college-readiness-program/
[1] https://twitter.com/LeTourneauUniv/status/1373022404935614464
[1] https://www.higheredjobs.com/details.cfm?JobCode=177435307

Top URLs in Tweet in G8:
[2] https://www.insidehighered.com/quicktakes/2021/03/18/fbi-warns-increased-ransomware-attacks-targeting-colleges
[2] https://edtechmagazine.com/higher/article/2021/03/6-ways-close-broadband-gap-between-rural-and-urban-students
[1] https://www.sap.com/corporate/en/company/innovation/next-gen-innovation-platform/young-thinkers.html?source=social-Global-SAPHigherEd-TWITTER-AudienceEngagement-SAPStory_Branding-unspecified-HigherEdu-Back2B-spr-4583312706&campaigncode=CRM-YD20-SOC-COVID19#create-with-snap
[1] https://news.sap.com/2020/08/customer-first-mindset-mantra-martin-mrugal-interview/?source=social-Global-SAPHigherEd-TWITTER-MarketingCampaign-IntelligentEnterprise-unspecified-HigherEdu-INFOCUS24-IntelligentEnterprise-spr-4600766539&campaigncode=CRM-YD19-SSO-IEXMSOC
[1] https://edtechmagazine.com/higher/higher/article/2021/03/rethinking-technology-accessibility-higher-ed-perfcon?cm_ven=Email&cm_cat=ET_Promotional&cm_pla=MKT14W527adu0000P0000&etsi=15154663&etsu=141324870&cm_ite=MKT14W527_20210316_CAMPAIGN_TECHMAG_HIEDTECH_0-0-0-0-0-0-0-Y_CTRL_A
[1] https://ir.shareaholic.com/e?a=1&u=https://www.facultyfocus.com/articles/online-education/online-student-engagement/how-to-structure-your-online-class-for-inclusion-part-1/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[1] https://www.nexusedge.com/
[1] http://b.gatech.edu/3cOoE26
[1] https://www.ecampusnews.com/2020/12/09/4-key-lessons-in-data-and-analytics/?utm_content=buffer71624&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://cdw.voicestorm.com/Article/Redirect/50061f49-026e-4f5d-9b82-d1402c5762d5?uc=24095&g=39c24e43-8b26-4396-97a4-88cc7c931fd5&f=529741

Top URLs in Tweet in G9:
[1] https://www.texastribune.org/2021/03/16/texas-higher-education-bills/?utm_source=community&utm_medium=email&utm_campaign=trib-marketing&utm_term=higher-ed-legislature
[1] https://twitter.com/naspaGSKC/status/1372951876874952708
[1] https://coloradosun.com/2021/03/14/higher-education-equity-opinion/
[1] https://www.texastribune.org/2021/03/16/texas-higher-education-bills/?utm_campaign=trib-social-buttons&utm_source=twitter&utm_medium=social
[1] https://www.texastribune.org/2021/03/16/texas-higher-education-bills/?utm_campaign=trib-social&utm_content=1615981072&utm_medium=social&utm_source=twitter
[1] https://www.equitynowseries.com/

Top URLs in Tweet in G10:
[2] https://static1.squarespace.com/static/51255bd7e4b01257027a7145/t/604dcc49aab58a415d15c103/1615711307954/ICARE2021-Handout.pdf
[2] https://files.eric.ed.gov/fulltext/EJ1083653.pdf
[1] https://twitter.com/include2020/status/1372638140029005827
[1] https://hbsp.harvard.edu/inspiring-minds/equitable-teaching-takes-time-and-practice-here-are-strategies-to-help?cid=organic-social%7Ctwitter%7Cequitable-teaching%7Cnone%7Cinspiring-minds-article%7Cunknown%7Cinspiring-minds-article%7Cmar2021
[1] http://academic.hbsp.harvard.edu/getting-and-then-keeping-students-engaged?cid=organic-social%7Ctwitter%7Cwebinar-getting-students-engaged%7Cnone%7Cwebinar%7Cunknown%7Cwebinar-registration%7Cmar2021
[1] https://twitter.com/DrPetra/status/1106579406535954434
[1] https://www.insidehighered.com/news/2020/03/27/rise-remote-phd-defense
[1] https://www.pebblepad.co.uk/blogpage.aspx?id=4615b068-bd90-4a07-999c-fe777d397b49&div=cdc73c5b-7bfc-4c71-94c6-99cf031f22b7&utm_content=158110639&utm_medium=social&utm_source=twitter&hss_channel=tw-72290184
[1] https://www.chronicle.com/article/harvard-does-not-care-about-teaching-or-teachers
[1] https://educationalist.substack.com/p/lets-pause-for-a-moment?utm_campaign=post&utm_medium=email&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[470] twitter.com
[182] blogspot.com
[118] ac.uk
[109] insidehighered.com
[84] hispanicsinhighered.com
[78] medium.com
[76] linkedin.com
[65] edsurge.com
[59] lgbtinhighered.com
[58] wsj.com

Top Domains in Tweet in G1:
[91] twitter.com
[49] theguardian.com
[43] careerarc.com
[31] adjunctnation.com
[27] insidehighered.com
[18] linkedin.com
[12] dy.si
[11] chronicle.com
[9] tubarksblog.com
[8] mheducation.com

Top Domains in Tweet in G2:
[12] twitter.com
[7] linkedin.com
[4] downingedtech.com
[3] constantcontact.com
[3] co.uk
[3] crowdjustice.com
[2] ac.uk
[2] timeshighereducation.com
[1] ow.ly
[1] eua.eu

Top Domains in Tweet in G3:
[176] blogspot.com
[64] medium.com
[59] edsurge.com
[56] undergradeasier.com
[24] scu.edu
[22] theedreporter.com
[18] twitter.com
[14] ecampusnews.com
[10] downingedtech.com
[9] thetambellinigroup.com

Top Domains in Tweet in G4:
[48] twitter.com
[33] newamerica.org
[8] diverseeducation.com
[8] iwpr.org
[6] nasfaa.org
[6] edstrategy.org
[5] youtube.com
[4] higheredimmigrationportal.org
[4] aacu.org
[4] cnn.com

Top Domains in Tweet in G5:
[47] insidehighered.com
[44] wsj.com
[25] cnn.com
[22] ivywise.com
[22] classical-music.com
[21] twitter.com
[17] chronicle.com
[11] concordmonitor.com
[7] timeshighereducation.com
[7] edsource.org

Top Domains in Tweet in G6:
[9] twitter.com
[8] youtube.com
[7] pscp.tv
[7] gov.in
[5] google.com
[4] timeshighereducation.com
[3] eaie.org
[3] lokmat.com
[3] bit.ly
[2] facebook.com

Top Domains in Tweet in G7:
[14] higheredjobs.com
[9] forbes.com
[9] twitter.com
[6] mailchi.mp
[5] wgu.edu
[4] christianitytoday.com
[4] linkedin.com
[3] edsurge.com
[3] hbr.org
[3] chronicle.com

Top Domains in Tweet in G8:
[50] voicestorm.com
[34] edtechmagazine.com
[8] drbruceajohnson.com
[6] linkedin.com
[5] twitter.com
[4] sap.com
[4] ecampusnews.com
[4] campustechnology.com
[3] riskiq.com
[3] forbes.com

Top Domains in Tweet in G9:
[14] twitter.com
[3] texastribune.org
[2] presswarehouse.com
[2] readyeducation.com
[2] insidehighered.com
[1] nytimes.com
[1] aalhe.org
[1] calendly.com
[1] colorado.gov
[1] coloradosun.com

Top Domains in Tweet in G10:
[21] twitter.com
[6] ac.uk
[4] office.com
[3] nodexlgraphgallery.org
[2] harvard.edu
[2] lthechat.com
[2] squarespace.com
[2] ed.gov
[1] sally-brown.net
[1] hybridpedagogy.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4808] highered
[369] highereducation
[330] education
[290] edtech
[283] college
[189] elearning
[175] covid19
[161] academictwitter
[151] leadership
[144] edchat



Top Hashtags in Tweet in G1:
[756] highered
[82] highereducation
[75] college
[42] education
[32] adjuncts
[31] students
[31] adjunctnation
[26] edchat
[25] elearning
[24] academictwitter

Top Hashtags in Tweet in G2:
[54] highered
[36] sciencetwitter
[35] scitwitter
[31] womeninstem
[23] academictwitter
[19] stem
[17] academicchatter
[16] academia
[13] researchculture
[12] scicomm

Top Hashtags in Tweet in G3:
[584] highered
[202] edtech
[159] education
[156] elearning
[98] universidad
[89] highereducation
[86] university
[60] edchat
[55] onlinelearning
[55] pedagogy

Top Hashtags in Tweet in G4:
[403] highered
[27] marchmadnesschat
[25] studentparents
[23] covid19
[15] todaysvoicestues
[15] todaysstudents
[11] collegetransparencyact
[11] successafterhs
[9] tsctwitterweek
[8] avintheam

Top Hashtags in Tweet in G5:
[344] highered
[109] college
[101] collegetalk
[81] highschool
[66] parenting
[41] collegeplanning
[40] admissions
[37] highereducation
[36] collegenews
[33] collegetips

Top Hashtags in Tweet in G6:
[63] highered
[26] nep2020
[22] highereducation
[22] education
[9] virtualexchange
[8] universities
[8] aictedge
[8] aatmanirbharbharatkabudget
[7] covid19
[6] sdgs

Top Hashtags in Tweet in G7:
[207] highered
[101] business
[97] ceo
[94] leadership
[94] management
[79] quote
[23] higheredleadership
[15] highereducation
[14] college
[12] higheredjobs

Top Hashtags in Tweet in G8:
[168] highered
[50] cdwsocial
[31] ransomware
[26] cybersecurity
[22] remotelearning
[17] distancelearning
[16] security
[14] onlinelearning
[11] edtech
[11] onlineteaching

Top Hashtags in Tweet in G9:
[107] highered
[56] naspa21
[34] sapro
[20] naspausc21
[14] reslife
[13] education
[13] sachat
[11] acpa21
[11] residencelife
[11] reslifeengage

Top Hashtags in Tweet in G10:
[96] highered
[50] academictwitter
[37] lthechat
[19] academicchatter
[18] callforproposals
[14] fall21
[11] wellbeing
[11] curriculum
[10] phdchat
[10] edchat

Top Words
Top Words in Tweet in Entire Graph:
[4799] #highered
[1200] students
[797] education
[784] more
[610] higher
[524] college
[448] student
[393] today
[379] institutions
[374] join

Top Words in Tweet in G1:
[756] #highered
[98] more
[93] students
[90] college
[82] #highereducation
[75] #college
[74] education
[72] today
[69] read
[67] higher

Top Words in Tweet in G2:
[54] #highered
[36] #sciencetwitter
[35] ajackiehunter
[35] #scitwitter
[34] deathcab4callie
[34] roysocchem
[33] braincures
[33] do_kinder
[31] #womeninstem
[24] utafrith

Top Words in Tweet in G3:
[584] #highered
[202] #edtech
[174] eraser
[159] #education
[158] #elearning
[115] education
[108] learning
[100] higher
[98] #universidad
[89] #highereducation

Top Words in Tweet in G4:
[395] #highered
[173] students
[68] college
[63] student
[59] more
[58] today
[49] black
[46] education
[46] policy
[42] data

Top Words in Tweet in G5:
[344] #highered
[110] #college
[101] #collegetalk
[89] colleges
[81] #highschool
[72] college
[67] students
[66] #parenting
[53] education
[44] pandemic

Top Words in Tweet in G6:
[187] education
[150] higher
[105] india
[62] #highered
[51] drrpnishank
[46] eduminofindia
[42] minister
[36] theeaie
[35] quality
[32] shri

Top Words in Tweet in G7:
[207] #highered
[101] #business
[97] #ceo
[94] #leadership
[94] #management
[79] #quote
[55] ldshpdynamics
[37] wgu
[31] more
[30] college

Top Words in Tweet in G8:
[168] #highered
[51] edtech_highered
[50] #cdwsocial
[47] students
[31] #ransomware
[27] more
[26] #cybersecurity
[24] university
[24] college
[22] attacks

Top Words in Tweet in G9:
[107] #highered
[56] #naspa21
[37] sonjaardoin
[34] student
[34] #sapro
[26] naspatweets
[24] students
[24] today
[22] work
[22] conference

Top Words in Tweet in G10:
[96] #highered
[50] #academictwitter
[39] students
[37] #lthechat
[32] learning
[29] wednesday
[19] #academicchatter
[19] teaching
[19] staff
[18] calling

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[456] higher,education
[169] #highered,#highereducation
[166] learn,more
[163] #highered,institutions
[108] covid,19
[106] higher,ed
[105] read,more
[91] #leadership,#business
[88] #business,#management
[88] #management,#ceo

Top Word Pairs in Tweet in G1:
[46] #highered,#college
[37] higher,education
[31] #highered,#highereducation
[31] read,#adjunctnation
[31] #adjunctnation,today
[27] higher,ed
[27] #adjuncts,#highered
[24] learn,more
[21] #highereducation,#highered
[19] #highered,#elearning

Top Word Pairs in Tweet in G2:
[23] #sciencetwitter,#scitwitter
[22] #scitwitter,#womeninstem
[20] wiringthebrain,vvoikar
[20] vvoikar,alepalermo_1
[20] alepalermo_1,roysocchem
[20] roysocchem,fabulouslylaura
[20] fabulouslylaura,mresmini
[16] ajackiehunter,utafrith
[16] mresmini,kevin_coutinho
[15] actual,ableist

Top Word Pairs in Tweet in G3:
[69] higher,education
[53] #highered,#highereducation
[41] #highered,#edtech
[41] #educación,#education
[41] #universidad,#university
[37] #elearning,#mlearning
[35] #highered,#collegebound
[34] #education,#highered
[30] educkacción,red
[29] eraser,#ñam

Top Word Pairs in Tweet in G4:
[27] black,students
[26] #highered,institutions
[24] higher,education
[24] future,#highered
[22] public,opinion
[18] during,pandemic
[17] #highered,leaders
[17] covid,19
[16] opinion,hub
[15] #highered,policy

Top Word Pairs in Tweet in G5:
[72] #college,#collegetalk
[42] higher,education
[33] #highered,#highereducation
[27] college,admission
[26] admission,season
[26] season,crazier
[26] crazier,change
[26] change,gets
[25] college,applications
[23] year,show

Top Word Pairs in Tweet in G6:
[127] higher,education
[24] minister,education
[23] shri,drrpnishank
[18] india,shri
[17] education,institutions
[16] education,government
[16] government,india
[15] india,global
[14] higher,#education
[12] education,summit

Top Word Pairs in Tweet in G7:
[91] #leadership,#business
[88] #business,#management
[88] #management,#ceo
[45] #ceo,#quote
[45] #quote,#highered
[40] #ceo,#highered
[38] ldshpdynamics,#leadership
[28] #highered,#quote
[12] higher,education
[11] great,piece

Top Word Pairs in Tweet in G8:
[26] #highered,#cdwsocial
[18] #ransomware,attacks
[17] #highered,institution
[17] edtech_highered,#cdwsocial
[16] #highered,institutions
[15] institution,upped
[15] upped,#security
[15] #security,game
[15] game,time
[15] time,between

Top Word Pairs in Tweet in G9:
[16] good,morning
[15] colleagues,drs
[15] morning,educators
[13] honored,recognized
[13] recognized,naspafaculty
[13] naspafaculty,today
[13] today,alongside
[13] alongside,amazing
[13] amazing,colleagues
[13] drs,ant_duran

Top Word Pairs in Tweet in G10:
[18] calling,#academictwitter
[18] #academictwitter,#highered
[18] #highered,uel_news
[18] uel_news,learning
[18] learning,teaching
[18] teaching,symposium
[18] symposium,#callforproposals
[18] #callforproposals,open
[17] #lthechat,201
[17] 201,wednesday

Top Replied-To
Top Replied-To in Entire Graph:
@sheilafhurt
@ajackiehunter
@penney_highered
@googlecloud
@highered_cb
@do_kinder
@drryanmiller
@utafrith
@highered_gaming
@itsmedeaner

Top Replied-To in G2:
@ajackiehunter
@do_kinder
@utafrith
@ukri_news
@dgurdasani1
@lashleyed
@jim_dickinson
@morimahmoudi
@elebelfiore
@academicparity

Top Replied-To in G3:
@googlecloud
@fred_highered
@nafisalam
@asaecenter
@2018latoy
@edsurge
@ascd
@openculture
@annewallestad
@benjigyampoh

Top Replied-To in G4:
@edtrust
@chris_neto
@kevinrmcclure
@diverseissues
@younginvincible
@caphighered
@universityofky
@iheptweets
@sander_jennings
@tlharnisch

Top Replied-To in G5:
@sheilafhurt
@iamkeithcurry
@nancy49150090
@blckgrldatanerd
@sincerelydrjae
@calcommcolleges
@chronicle
@kerymurakami
@insidehighered

Top Replied-To in G6:
@timeshighered
@thepienews
@highered_india
@pankajugc
@iascbng
@theeaie

Top Replied-To in G7:
@teachcardona
@aceducation
@icutedu
@emmajanepettit
@cdcgov
@ap
@spotify
@edupexperience

Top Replied-To in G8:
@facultyfocus
@hrdministry
@kenwardcdw

Top Replied-To in G9:
@nhannahjones
@judeiz0n
@drqhutchings
@cindyannkilgo
@josieahlquist
@sonjaardoin

Top Replied-To in G10:
@hintondm
@usc
@helenaipe
@firawle
@lthechat
@jenae_cohn

Top Mentioned
Top Mentioned in Entire Graph:
@eraser
@lseimpactblog
@profgabrielle
@edtech_highered
@higheredsurge
@jelena3121
@scholarsatrisk
@ldshpdynamics
@edexcelencia
@hammitt

Top Mentioned in G1:
@skrabut
@tusculum_univ
@cursivecontent
@freedomroadnet
@prepare4canada
@jensischebeck
@tourogse
@kapastan
@ncura
@aacrao

Top Mentioned in G2:
@deathcab4callie
@roysocchem
@braincures
@do_kinder
@ajackiehunter
@jeremyfarrar
@ukri_ceo
@utafrith
@wiringthebrain
@vvoikar

Top Mentioned in G3:
@eraser
@higheredsurge
@iethics
@mattbirchdesign
@fietcat
@educause
@amandasaudit
@tambellinigroup
@walterindc
@techlearning

Top Mentioned in G4:
@newamericaed
@luminafound
@edlaborcmte
@edtrust
@caphighered
@iheptweets
@iwpresearch
@ts_coalition
@usedgov
@startnoo

Top Mentioned in G5:
@college_experts
@insidehighered
@uiainnovation
@chronicle
@ivywise
@hope4college
@wsj
@washbrnmcgold1
@centerformsis
@mdrc_news

Top Mentioned in G6:
@drrpnishank
@eduminofindia
@theeaie
@the_acu
@pib_india
@iau_aiu
@ugc_india
@aicte_india
@pankajugc
@auf_org

Top Mentioned in G7:
@ldshpdynamics
@wgu
@pulsipher_wgu
@forbes
@aceducation
@mikenietzel
@harvardbiz
@wgutxchancellor
@alisonrgriffin
@icutedu

Top Mentioned in G8:
@edtech_highered
@edscoop_news
@saphighered
@drbruceajohnson
@wcet_info
@facultyfocus
@ciodive
@cybersuccess_cs
@amazon
@educause

Top Mentioned in G9:
@sonjaardoin
@naspatweets
@itsdrmordecai
@naspafaculty
@ant_duran
@laprofesora08
@darby
@nhannahjones
@reslifeportal
@naspareg3

Top Mentioned in G10:
@uel_news
@shoshanahjacobs
@santanuvasant
@peteqconsult
@katemarburg
@richardwaites
@alejandroa
@christinemishra
@academicchatter
@harvardbizedu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@hrblock_21
@edinburghwatch
@cybersec_feeds
@chidambara09
@solutioneer72
@femtech_
@roblwilson
@independent
@evankirstel

Top Tweeters in G1:
@adaviswilliams
@gwoodi
@3ty3
@chaw0501
@trentmkays
@donnerkay
@npquarterly
@zecohealth
@sarahdateechur
@keith_wilson

Top Tweeters in G2:
@cybersec_feeds
@femtech_
@independent
@guardian
@googleexpertuk
@bbcnews
@nicochan33
@telegraph
@time
@drumeshprabhu

Top Tweeters in G3:
@chidambara09
@eraser
@juandoming
@bar_zie
@artificialbra1n
@elmundoes
@fabriciosx
@ricardo_ik_ahau
@lkafle
@rtve

Top Tweeters in G4:
@jjj5819
@ajgma
@conjja
@cnn
@craigmaccormack
@billyarnie
@schenhayes
@i_am_thechange
@fiumiamifan
@drjlmooreiii

Top Tweeters in G5:
@cece_23spalding
@nytimes
@abc
@wsj
@pennlive
@_itzdutchess
@saragoldrickrab
@wbir
@college_experts
@cbc

Top Tweeters in G6:
@httweets
@newindianxpress
@ani
@airnewsalerts
@financialtimes
@pib_india
@lepoint
@ddnewslive
@moisomedrano
@mib_india

Top Tweeters in G7:
@viralvideovlogs
@walmart
@politico
@mrtallerjerry
@ap
@forbes
@sd_ag_labs
@thealannoble
@harvardbiz
@statedept

Top Tweeters in G8:
@sectest9
@cybersecurityn8
@zdnet
@devvibesbot
@wallybock
@jayeshmthakur
@ktar923
@teamofindore
@hostinfonet
@hoorge

Top Tweeters in G9:
@jamesjava
@robinmcouch
@texastribune
@whataboutty
@donnabickford
@hcfpresdjjr
@210stacyy
@drsandyho
@danbureau
@misskellie_1

Top Tweeters in G10:
@bot_innovation
@academicchatter
@drpetra
@kijomba1
@seni_bl
@cathrynpearce
@edchateu
@scottturneruon
@warwicklanguage
@peteqconsult


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