highered, Twitter, 2/18/2021 9:30:43 AM, 249030


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highered_2021-02-17_10-16-49.xlsx
highered_2021-02-17_10-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 18, 2021
Short Description:
highered via NodeXL https://bit.ly/2ND1vqx
@braincures
@timeshighered
@do_kinder
@cmdatascoop
@insidehighered
@openacademics
@luminafound
@academicchatter
@eraser
@edubot_he

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

Description:
Description
The graph represents a network of 6,293 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, 17 February 2021 at 18:32 UTC.

The requested start date was Tuesday, 16 February 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 6-day, 4-hour, 34-minute period from Tuesday, 09 February 2021 at 20:17 UTC to Tuesday, 16 February 2021 at 00:51 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 : 6293
Unique Edges : 5501
Edges With Duplicates : 10873
Total Edges : 16374
Number of Edge Types : 5
Retweet : 3796
MentionsInRetweet : 6185
Mentions : 3827
Replies to : 325
Tweet : 2241
Self-Loops : 2341
Reciprocated Vertex Pair Ratio : 0.0552238805970149
Reciprocated Edge Ratio : 0.104667609618105
Connected Components : 1001
Single-Vertex Connected Components : 432
Maximum Vertices in a Connected Component : 3598
Maximum Edges in a Connected Component : 11385
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.255944
Graph Density : 0.000214266469701802
Modularity : 0.49839
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 6,293 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, 17 February 2021 at 18:32 UTC.

The requested start date was Tuesday, 16 February 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 6-day, 4-hour, 34-minute period from Tuesday, 09 February 2021 at 20:17 UTC to Tuesday, 16 February 2021 at 00:51 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:
[44] https://www.usnews.com/education/best-colleges/paying-for-college/slideshows/ways-to-win-a-college-scholarship
[35] https://www.snhu.edu/about-us/newsroom/2021/02/why-is-fafsa-important
[34] https://www.collegefactual.com/rankings/diversity/
[29] https://www.thecrimson.com/article/2021/2/4/admissions-experts-unsurprised-sat-changes/
[23] https://hetma.org/
[23] https://www.ksat.com/news/local/2021/02/11/the-history-behind-black-colleges-and-universities-known-as-hbcus/
[22] https://gothamist.com/news/pandemic-shaking-and-slowing-down-college-application-process
[17] https://matric.sowetanlive.co.za/
[17] https://www.usnews.com/education/best-graduate-schools/articles/how-to-become-an-astronaut-and-what-to-study-for-this-career
[13] https://mdc.edu/scholarships

Top URLs in Tweet in G1:
[10] http://TheEdReporter.com
[4] https://www.youtube.com/channel/UCEY2cPE7sbaJQqEww9MdrGA
[4] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[3] https://ourwayforward.wfu.edu/covid-19-dashboard/
[3] https://www.theguardian.com/commentisfree/2021/feb/13/universities-need-to-wise-up-or-risk-being-consigned-to-history
[2] https://twitter.com/juniortheyoung/status/1359385270488092674
[2] https://www2.deloitte.com/us/en/insights/industry/public-sector/post-pandemic-hybrid-learning.html?id=us:2sm:3tw:4diER6756::6di:20210210180000:highered:4460576062:5&utm_source=tw&utm_campaign=diER6756&utm_content=di&utm_medium=social&linkId=110580215
[2] https://www.chronicle.com/article/how-to-play-in-the-college-classroom-in-a-pandemic-and-why-you-should
[2] https://www.spark-eduniversity.org/blog/frontrunnersinnovate?utm_source=twitter&utm_medium=Naphtali%20Tekoa%20Bryant&utm_campaign=publer
[2] https://www.innovativeeducators.org/products/studentlingo-subscription#headingSix

Top URLs in Tweet in G2:
[4] https://blogs.lse.ac.uk/impactofsocialsciences/?p=41066
[3] https://blogs.lse.ac.uk/impactofsocialsciences/?p=41104
[2] https://wonkhe.com/blogs/the-expectation-gap-ii-students-hopes-for-learning-and-teaching-in-the-next-normal/?utm_content=bufferc745c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://charteredabs.org/after-covid-19-job-losses-lifelong-learning-is-vital/
[1] https://twitter.com/TheFIREorg/status/1358149464649850880
[1] https://www.linkedin.com/pulse/gender-inequality-stem-krzysztof-potempa/
[1] https://twitter.com/NIHDirector/status/1101139573474758656?s=20
[1] https://twitter.com/do_kinder/status/1268148292392796165?s=20
[1] https://www.timeshighereducation.com/news/outdated-university-rules-protect-harassers-and-bullies
[1] https://www.theguardian.com/higher-education-network/2016/may/05/facing-the-future-how-can-university-boards-stay-ahead-of-the-game

Top URLs in Tweet in G3:
[7] https://www.datasciencecentral.com/profiles/blogs/what-are-the-key-benefits-of-using-big-data-analytics-in-higher
[6] https://edtechmagazine.com/higher/article/2021/02/8-higher-education-it-trends-watch-2021
[6] https://edtechmagazine.com/higher/article/2021/02/4-critical-security-metrics-prioritize-higher-ed?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[6] https://edtechmagazine.com/higher/article/2021/01/adobe-sign-improves-remote-work-higher-ed?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[5] https://e-learning-teleformacion.blogspot.com/2020/10/covid-19-20-countries-higher-education.html
[5] https://e-learning-teleformacion.blogspot.com/2020/10/abrir-la-ciencia-para-cambiar-el-mundo.html
[5] https://www.bcdiploma.com
[4] https://edtechreview.in/trends-insights/trends/2373-gamification-in-higher-education
[4] https://e-learning-teleformacion.blogspot.com/2020/09/knowledge-maps-for-e-learning-jae-hwa.html
[4] https://e-learning-teleformacion.blogspot.com/2020/06/the-impact-of-covid-19-on-higher.html

Top URLs in Tweet in G4:
[7] https://ufl.zoom.us/meeting/register/tJwud-uopz8pHdCtMp0XSybNzNWUEYQa2tbd
[7] https://www.newamerica.org/education-policy/edcentral/community-college-enrollment-survey/
[6] https://concordia.ab.ca/new-publication-by-dr-teresa-fowler/
[5] https://www.edsurge.com/news/2019-11-18-what-kinds-of-college-graduates-value-their-education-the-most?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://timely.md/students-why-virtual-care-is-vital-to-our-well-being/?utm_source=twitter&utm_medium=social&utm_campaign=ihe_feb_21_twitter
[3] https://www.edsurge.com/news/2016-02-16-what-s-missing-in-edtech-character-development?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://www.edsurge.com/news/2019-11-19-four-reasons-why-students-don-t-receive-the-degrees-they-ve-earned?utm_campaign=EdSurgeSproutSocial&utm_medium=social&utm_source=twitter.com
[3] https://www.youtube.com/channel/UCiSdYblDWvWUccKA9zBIV4Q
[3] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3778772
[3] https://www.moodys.com/research/Higher-Education-US-Federal-aid-and-grants-provide-some-relief--PBM_1260414?cid=GAR9PTU7VKT2671

Top URLs in Tweet in G5:
[5] https://co.chalkbeat.org/2021/2/9/22272688/colorado-needs-skilled-workers-state-provides-little-help-to-adults-trying-to-earn-college-degree
[5] https://newbooksnetwork.com/how-to-navigate-mid-career-choices-as-a-faculty-member
[4] https://www.denverpost.com/2021/02/09/university-of-colorado-cyberattack-accellion/
[4] https://www.wgbh.org/news/education/2021/02/10/a-major-obstacle-to-graduating-on-time-colleges-hold-student-transcripts-for-small-debts
[3] https://recruiting.ultipro.com/ITH1000ITHAK/JobBoard/5fe90ad4-9e26-490b-9c45-6c9669d4dcd0/OpportunityDetail?opportunityId=46a91962-bf84-42f9-943c-2cedefe2749b
[2] https://www.jamiemerisotis.com/books/human-work-in-the-age-of-smart-machines/
[2] https://siteselection.com/cc/workforce2021/certifications-and-credentials-toward-a-national-skills-framework.cfm
[2] https://www.wgbh.org/news/local-news/2020/04/21/as-coronavirus-cases-mount-anti-asian-hostility-spikes-across-the-us
[2] https://www.nasfaa.org/award_nominations
[2] https://www.collegefactual.com/rankings/diversity/

Top URLs in Tweet in G6:
[23] https://hetma.org/
[6] https://www.edutopia.org/article/how-using-little-sign-language-can-improve-online-classes
[6] http://www.downingedtech.com/
[4] https://www.itlclillyonline.com/
[4] https://twitter.com/higheredav/status/1359363607687880704
[3] https://blog.matrixlms.com/6-lms-best-practices-instructional-designers/?utm_source=fb_page&utm_medium=ITLC-Lilly&utm_campaign=publer
[3] https://twitter.com/hetma_org/status/1359279506691747840
[3] https://twitter.com/higheredav/status/1359712054785961990
[3] https://www.misosurvey.org/
[3] https://www.k12prospects.com/?utm_source=twitter&utm_medium=posting-image&utm_campaign=quick-facts&utm_content=textlink

Top URLs in Tweet in G7:
[5] https://www.wgbh.org/news/education/2021/02/10/a-major-obstacle-to-graduating-on-time-colleges-hold-student-transcripts-for-small-debts
[4] https://us02web.zoom.us/webinar/register/tZEkfu6opjsqHdVLX5TjBMwTN-ZV-CDAbI-i/success?user_id=lZB3HT2YT-SqBoC8ou5Teg&timezone_id=America%2FNew_York
[3] https://www.presidentsalliance.org/overview-of-president-bidens-immigration-reform-legislation-in-regards-to-higher-education-and-student-immigrants/
[3] https://www.timeshighereducation.com/news/uk-could-lose-57-cent-eu-student-numbers-says-dfe-study
[2] https://www.asbmb.org/asbmb-today/policy/021021/can-urban-universities-be-better-neighbors
[2] https://www.presidentsalliance.org/letter-mayorkas-domestic-international/
[2] https://softdocs.zoom.us/webinar/register/WN_F9NqTWdgRzySFIi6rX3EpQ
[2] https://twitter.com/SHEEOed/status/1359520436954877957
[2] https://www.forbes.com/sites/alisongriffin/2021/02/10/four-priorities-to-watch-from-president-bidens-750-billion-college-proposal/?sh=262a39ec146d
[2] https://twitter.com/AlisonRGriffin/status/1359224519345381376

Top URLs in Tweet in G8:
[43] https://www.usnews.com/education/best-colleges/paying-for-college/slideshows/ways-to-win-a-college-scholarship
[35] https://www.snhu.edu/about-us/newsroom/2021/02/why-is-fafsa-important
[32] https://www.collegefactual.com/rankings/diversity/
[27] https://www.thecrimson.com/article/2021/2/4/admissions-experts-unsurprised-sat-changes/
[23] https://www.ksat.com/news/local/2021/02/11/the-history-behind-black-colleges-and-universities-known-as-hbcus/
[22] https://gothamist.com/news/pandemic-shaking-and-slowing-down-college-application-process
[17] https://www.usnews.com/education/best-graduate-schools/articles/how-to-become-an-astronaut-and-what-to-study-for-this-career
[13] https://mdc.edu/scholarships
[11] https://www.forbes.com/advisor/student-loans/dropping-out-of-college/
[11] https://www.insidehighered.com/news/2021/02/11/colleges-start-new-programs

Top URLs in Tweet in G9:
[10] https://www.futureupodcast.com/episodes/good-jobs-in-bad-times/
[4] Ed
[4] Dive
[2] https://twitter.com/christenseninst/status/1359458367895396353
[2] https://www.chronicle.com/article/the-great-contraction?cid2=gen_login_refresh&cid=gen_sign_in
[2] Higher
[2] https://www.usnews.com/education/best-graduate-schools/articles/how-to-become-an-astronaut-and-what-to-study-for-this-career?utm_source=usn_tw
[2] https://connect.chronicle.com/CHE-3P-WC-2021-GoodJobsBadTimes-Report-Workday_Landing-Page?cid=CHE_LP_OA_GJBT_BG
[2] http://www.drbruceajohnson.com/blog/2020/12/professional-development-sale
[2] https://goqwickly.com/press/full_article.php?s=104

Top URLs in Tweet in G10:
[2] https://ctl.wustl.edu/event/teaching-with-zoom-polling-3/
[2] https://twitter.com/AAUP/status/1359580906139258881
[2] https://twitter.com/AFTacademics/status/1359262896719605760
[2] https://twitter.com/HigherEd_CB/status/1359573639264407553
[1] https://twitter.com/ruaaup/status/1361332485032972290
[1] https://rooseveltinstitute.org/publications/true-new-deal-for-higher-education-stimulus-advance-progressive-policy-goals/
[1] https://ctl.wustl.edu/faculty-zoom-success-stories/
[1] https://ctl.wustl.edu/events/fostering-an-inclusive-classroom-climate/
[1] https://mailings.wustl.edu/list/hzw3s27h/210210C/6gcqpzkowl2y.vib?a0=892
[1] https://ctl.wustl.edu/event/classroom-assessment-techniques-2/

Top Domains
Top Domains in Tweet in Entire Graph:
[460] twitter.com
[105] blogspot.com
[87] insidehighered.com
[70] lgbtinhighered.com
[69] undergradeasier.com
[67] usnews.com
[65] edsurge.com
[64] hispanicsinhighered.com
[62] medium.com
[60] theguardian.com

Top Domains in Tweet in G1:
[73] twitter.com
[51] theguardian.com
[49] careerarc.com
[21] linkedin.com
[16] insidehighered.com
[10] theedreporter.com
[9] youtube.com
[9] thepearldream.com
[7] bit.ly
[7] dy.si

Top Domains in Tweet in G2:
[10] ac.uk
[8] twitter.com
[5] agb.org
[4] timeshighereducation.com
[2] theguardian.com
[2] wonkhe.com
[2] pearson.com
[2] charteredabs.org
[1] linkedin.com
[1] crowdjustice.com

Top Domains in Tweet in G3:
[93] blogspot.com
[54] voicestorm.com
[49] edtechmagazine.com
[41] medium.com
[20] educause.edu
[16] universitybusiness.com
[15] twitter.com
[14] ecampusnews.com
[14] highereddive.com
[11] forbes.com

Top Domains in Tweet in G4:
[58] edsurge.com
[17] zoom.us
[16] insidehighered.com
[13] twitter.com
[10] moodys.com
[9] youtube.com
[7] diverseeducation.com
[7] newamerica.org
[6] edtrust.org
[6] ab.ca

Top Domains in Tweet in G5:
[9] nasfaa.org
[8] twitter.com
[6] zoom.us
[6] wgbh.org
[6] chalkbeat.org
[5] denverpost.com
[5] newbooksnetwork.com
[3] medium.com
[3] insidehighered.com
[3] ultipro.com

Top Domains in Tweet in G6:
[74] twitter.com
[24] hetma.org
[6] edutopia.org
[6] wpcampus.org
[6] downingedtech.com
[6] echo360.com
[6] k12prospects.com
[6] ki.com
[5] ecampusnews.com
[4] google.com

Top Domains in Tweet in G7:
[21] twitter.com
[11] timeshighereducation.com
[8] newamerica.org
[6] zoom.us
[5] presidentsalliance.org
[5] wgbh.org
[5] mailchi.mp
[4] insidehighered.com
[4] forbes.com
[3] bizzabo.com

Top Domains in Tweet in G8:
[69] undergradeasier.com
[64] usnews.com
[35] snhu.edu
[32] collegefactual.com
[29] ivywise.com
[27] thecrimson.com
[23] ksat.com
[22] gothamist.com
[17] mdc.edu
[17] insidehighered.com

Top Domains in Tweet in G9:
[10] futureupodcast.com
[6] twitter.com
[6] chronicle.com
[5] drbruceajohnson.com
[3] insidehighered.com
[3] linkedin.com
[3] goqwickly.com
[2] wsj.com
[2] usnews.com
[2] christenseninstitute.org

Top Domains in Tweet in G10:
[14] twitter.com
[8] wustl.edu
[3] zoom.us
[3] cuny.edu
[2] newdealforhighered.org
[1] rooseveltinstitute.org
[1] hope4college.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4707] highered
[415] edtech
[385] college
[289] education
[273] highereducation
[196] collegetalk
[168] onlinelearning
[164] covid19
[157] highschool
[156] elearning



Top Hashtags in Tweet in G1:
[641] highered
[60] highereducation
[30] college
[28] university
[27] covid19
[25] elearning
[24] education
[22] edtech
[22] edchat
[18] instructionaldesign

Top Hashtags in Tweet in G2:
[34] highered
[18] bamestudents21
[7] scipol
[6] scicomm
[5] rri
[5] sdgs
[5] researchculture
[5] reimagineresearch
[5] university
[5] college

Top Hashtags in Tweet in G3:
[525] highered
[121] edtech
[120] education
[86] elearning
[78] highereducation
[71] universidad
[61] university
[58] ai
[54] cdwsocial
[36] mlearning

Top Hashtags in Tweet in G4:
[390] highered
[83] onlinelearning
[80] irscdld2021
[79] irsc
[35] education
[22] sapro
[17] hbcus
[14] highereducation
[12] facultylife
[12] edtech

Top Hashtags in Tweet in G5:
[151] highered
[16] humanwork
[13] covid19
[10] cte
[9] college
[9] ipeds
[9] datatool
[8] hbcus
[8] racialjustice
[8] equity

Top Hashtags in Tweet in G6:
[445] highered
[211] edtech
[137] avtweeps
[111] avintheam
[68] hetma2021
[39] edchat
[35] k12
[34] higheredav
[28] hetma21
[26] education

Top Hashtags in Tweet in G7:
[147] highered
[11] india
[9] credentials
[8] hegrc21
[7] collegeapplication
[7] covid19
[6] immigrant
[6] intlstudents
[6] college
[4] immigration

Top Hashtags in Tweet in G8:
[276] highered
[267] college
[193] collegetalk
[128] highschool
[89] collegebound
[66] parenting
[64] collegetips
[60] scholarship
[49] scholarships
[48] collegehelp

Top Hashtags in Tweet in G9:
[94] highered
[8] pasenate
[7] onlineteaching
[6] distancelearning
[6] criminaljusticereform
[5] highereducation
[4] college
[4] adjuncts
[3] mqmuri
[3] university

Top Hashtags in Tweet in G10:
[54] highered
[26] newdeal4highered
[8] studentdebt
[6] wustlctl
[5] publiced
[4] studentdebtcrisis
[4] austerity
[4] inequality
[4] tbt
[4] privatization

Top Words
Top Words in Tweet in Entire Graph:
[4704] #highered
[879] students
[676] more
[585] education
[506] college
[504] student
[416] higher
[415] #edtech
[408] learning
[394] #college

Top Words in Tweet in G1:
[640] #highered
[111] students
[63] more
[60] #highereducation
[51] university
[48] job
[47] education
[47] student
[45] college
[43] see

Top Words in Tweet in G2:
[34] #highered
[29] ig_highered
[28] do_kinder
[21] ukri_ceo
[19] braincures
[19] roysocchem
[18] #bamestudents21
[17] maishaislam_28
[16] online
[13] evidencebase_im

Top Words in Tweet in G3:
[525] #highered
[149] education
[121] #edtech
[120] #education
[112] learning
[105] higher
[86] #elearning
[78] #highereducation
[72] eraser
[71] #universidad

Top Words in Tweet in G4:
[390] #highered
[110] students
[83] #onlinelearning
[80] #irscdld2021
[79] #irsc
[69] dr
[50] student
[47] learning
[47] higheredsurge
[38] data

Top Words in Tweet in G5:
[151] #highered
[65] ithakasr
[53] analyst
[51] more
[51] please
[51] multiple
[50] spread
[50] word
[50] hiring
[47] colleges

Top Words in Tweet in G6:
[445] #highered
[274] hetma_org
[211] #edtech
[137] #avtweeps
[111] #avintheam
[101] chris_neto
[86] av_jamesking
[84] conference
[83] great
[76] av

Top Words in Tweet in G7:
[146] #highered
[27] 2021
[22] higheredrachel
[21] students
[21] more
[19] today
[18] need
[17] report
[16] timeshighered
[16] sheeoed

Top Words in Tweet in G8:
[276] #highered
[275] #college
[193] #collegetalk
[144] college
[128] #highschool
[127] college_experts
[89] #collegebound
[66] #parenting
[64] #collegetips
[60] #scholarship

Top Words in Tweet in G9:
[94] #highered
[18] students
[17] futureupodcast
[16] education
[15] jselingo
[15] one
[13] more
[13] many
[12] good
[12] michaelbhorn

Top Words in Tweet in G10:
[54] #highered
[26] #newdeal4highered
[22] time
[19] aaup
[15] more
[14] printculture
[13] aftacademics
[12] join
[11] needs
[11] virtual

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[249] higher,education
[155] #highered,#edtech
[140] #highered,#highereducation
[139] #college,#collegetalk
[136] higher,ed
[127] learn,more
[107] #highered,#onlinelearning
[104] covid,19
[83] colleges,universities
[83] #highered,institutions

Top Word Pairs in Tweet in G1:
[31] #highered,#highereducation
[21] higher,ed
[20] higher,education
[17] #highered,#elearning
[17] click,apply
[17] part,time
[15] #highereducation,#highered
[14] see,latest
[14] #elearning,#instructionaldesign
[14] oklahoma,city

Top Word Pairs in Tweet in G2:
[10] braincures,do_kinder
[10] #bamestudents21,conference
[9] ukri_news,ukri_ceo
[7] jeremyfarrar,michelle_cruk
[7] michelle_cruk,ukri_ceo
[7] roysocchem,royalsocbio
[7] wiringthebrain,vvoikar
[7] vvoikar,alepalermo_1
[7] alepalermo_1,roysocchem
[7] roysocchem,fabulouslylaura

Top Word Pairs in Tweet in G3:
[87] higher,education
[62] #highered,#highereducation
[40] covid,19
[32] #elearning,#mlearning
[32] #highered,institutions
[30] #universidad,#university
[25] #educación,#education
[25] edtech_highered,#cdwsocial
[20] #highered,#edtech
[20] #education,#highered

Top Word Pairs in Tweet in G4:
[77] #irsc,#highered
[76] #highered,#onlinelearning
[74] #irscdld2021,#irsc
[27] #education,#highered
[18] students,color
[15] 2019,#highered
[15] color,students
[14] #highered,use
[12] higher,education
[12] income,communities

Top Word Pairs in Tweet in G5:
[50] spread,word
[50] hiring,multiple
[40] analyst,positions
[39] multiple,analyst
[38] please,spread
[38] word,hiring
[38] positions,ithakasr
[38] ithakasr,great
[38] great,opportunity
[38] opportunity,someone

Top Word Pairs in Tweet in G6:
[111] #highered,#edtech
[68] #edtech,#avtweeps
[67] chris_neto,hetma_org
[37] #avtweeps,#highered
[35] hetma_org,conference
[26] higher,ed
[20] #higheredav,#avinhighered
[20] #highered,#higheredav
[19] #k12,#highered
[19] still,time

Top Word Pairs in Tweet in G7:
[9] spglobalratings,jessica
[9] jessica,wood
[8] months,2021
[8] 2021,newamericaed's
[8] newamericaed's,#highered
[8] #highered,team
[8] team,hit
[8] hit,ground
[8] ground,running
[8] running,grateful

Top Word Pairs in Tweet in G8:
[138] #college,#collegetalk
[45] #highered,#collegebound
[43] 12,ways
[43] ways,win
[43] win,college
[43] college,scholarship
[43] scholarship,#college
[43] #collegetalk,#scholarship
[35] #scholarship,#scholarships
[35] fafsa,important

Top Word Pairs in Tweet in G9:
[8] jobs,bad
[8] bad,times
[7] public,#highered
[7] episode,live
[7] live,good
[7] good,jobs
[7] times,futureupodcast
[7] futureupodcast,hosts
[7] hosts,jselingo
[7] jselingo,michaelbhorn

Top Word Pairs in Tweet in G10:
[11] #highered,needs
[10] #newdeal4highered,#highered
[10] time,#newdeal4highered
[9] ll,speaking
[9] speaking,teach
[9] teach,alongside
[9] alongside,afta
[9] afta,colleagues
[9] colleagues,dm
[9] dm,questions

Top Replied-To
Top Replied-To in Entire Graph:
@chris_neto
@irsctheriver
@do_kinder
@kthompso
@takeusbacktochn
@naspatweets
@vegas_av_ace
@josiahway
@lizgross144
@mylessuer

Top Replied-To in G2:
@do_kinder
@maishaislam_28
@ukri_news
@utafrith
@jeremyfarrar
@dgurdasani1
@ajackiehunter
@resfortnight
@braincures
@sammychli

Top Replied-To in G3:
@mylessuer
@getunifyed
@apple
@ama_marketing
@ericstoller
@m365fsa
@edtech_highered

Top Replied-To in G4:
@irsctheriver
@kthompso
@naspatweets
@opperjh
@edstrategygroup
@acuedu
@eboopatel
@cant_b
@drchill__
@georgetowncew

Top Replied-To in G5:
@collegebeyond
@gbhnews
@blacktimelord
@refuturing
@jselingo

Top Replied-To in G6:
@chris_neto
@vegas_av_ace
@josiahway
@bradorme
@mikeslamer
@av_jamesking
@knowledgeworks
@pewresearch
@leadershipfreak
@mindshiftkqed

Top Replied-To in G7:
@mcdtimj
@highered_unesco
@keephandswashed
@joycelaunews

Top Replied-To in G9:
@justthegoods
@davenewworld_2
@scottjaschik
@futureupodcast
@pulsipher_wgu

Top Replied-To in G10:
@manycam
@ayannapressley
@leounionumich
@gerry_martini
@aftacademics
@thehousered
@rkgwork
@aftunion

Top Mentioned
Top Mentioned in Entire Graph:
@hetma_org
@college_experts
@chris_neto
@av_jamesking
@eraser
@ithakasr
@josiahway
@curtisschin
@edtech_highered
@higheredsurge

Top Mentioned in G1:
@skrabut
@chiseled_scott
@cursivecontent
@ietrainings
@schoolingdiana
@etsuats
@roadtosuccessrt
@wespprtteachers
@velocirobter

Top Mentioned in G2:
@ig_highered
@do_kinder
@ukri_ceo
@roysocchem
@braincures
@maishaislam_28
@evidencebase_im
@lseimpactblog
@royalsociety
@officestudents

Top Mentioned in G3:
@eraser
@edtech_highered
@saphighered
@educause
@ecampusnews
@educausereview
@forbes
@highereddive
@universitybiz
@junipernetworks

Top Mentioned in G4:
@higheredsurge
@sonjaardoin
@drkakali
@edtrustwest
@naspareg3
@insidehighered
@hunt_institute
@achievethedream
@chrisnellum
@irsctheriver

Top Mentioned in G5:
@ithakasr
@kirkcarapezza
@_emily_schwartz
@byjasongonzales
@luminafound
@gbhnews
@morningedition
@ehernandez
@chalkbeatco
@rayanealamuddin

Top Mentioned in G6:
@hetma_org
@chris_neto
@av_jamesking
@josiahway
@shgibbsjr
@ped1971
@higheredav
@brockmcginnis
@theavlifepod
@jcheatham

Top Mentioned in G7:
@higheredrachel
@timeshighered
@sheeoed
@credengine
@newamericaed
@potus
@drkwheatle
@tamarahiler
@alisonrgriffin
@sellensatt

Top Mentioned in G8:
@college_experts
@ivywise
@mdcollege
@wgu
@usnews
@tremendousequal
@undergradeasier
@spelmancollege
@janetadamsspeak
@jdavismarcomm

Top Mentioned in G9:
@jselingo
@michaelbhorn
@dan_greenstein
@statesystem
@futureupodcast
@linkedin
@delegateaird
@simpscar
@drbruceajohnson
@capellau

Top Mentioned in G10:
@aaup
@printculture
@aftacademics
@sfndhe
@aftunion
@wustl
@senwarren
@gradrights
@highered_cb

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@cybersec_feeds
@chidambara09
@delta
@femtech_
@joni_looking
@n7irl
@john_siracusa
@businessinsider

Top Tweeters in G1:
@gwoodi
@gate_15_analyst
@susannadw
@schoolmoneyorg
@kidadaewilliams
@amandaworking
@chiseled_scott
@nursingdean
@womanistpsych
@tooheymatthew

Top Tweeters in G2:
@femtech_
@googleexpertuk
@ignaciovalle3
@marting8177
@nicochan33
@drumeshprabhu
@rednationrising
@tristramwyatt
@realscientists
@laserhaas01

Top Tweeters in G3:
@cybersec_feeds
@chidambara09
@john_siracusa
@eraser
@viralvideovlogs
@fintechna
@bostonglobe
@researchmrx
@applertweet
@bar_zie

Top Tweeters in G4:
@wistatejournal
@may_gun
@ernieschell
@biobaby19
@mlb
@bsimmons25
@rossthomson26
@education_24x7
@gigi__says
@drjlmooreiii

Top Tweeters in G5:
@cece_23spalding
@washingtonpost
@usatoday
@freep
@denverpost
@saragoldrickrab
@cstu05
@coblackpacker
@npr
@sawyerandrew

Top Tweeters in G6:
@sectest9
@joni_looking
@garden4u_wa
@craigmaccormack
@starbucks
@scalarhumanity
@cyprusbiz
@courosa
@vladobotsvadze
@chris_neto

Top Tweeters in G7:
@baltimoresun
@profjontaylor
@timeshighered
@wnyc
@kasandreasereno
@courrierinter
@mariaozlakshmi
@keephandswashed
@newamerica
@trans_killjoy

Top Tweeters in G8:
@cowboyscifibot
@economictimes
@vievararosel
@yahoofinance
@usnews
@college_experts
@elizawallace27
@ventureinatl
@diversityup
@tunedtotheresa

Top Tweeters in G9:
@businessinsider
@nancyrubin
@wsj
@shawnfnlucas
@opndoorcom
@lewis1jj
@coloradostateu
@brianleechphd
@rkelchen
@haccski

Top Tweeters in G10:
@schenhayes
@rweingarten
@poseysessions
@aftunion
@aftct
@seiu
@abbywuim
@lifeatpurdue
@uiowaaaup
@zoom_us


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