highered, Twitter, 12/9/2020 7:04:23 PM, 243052


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highered_2020-12-09_10-16-50.xlsx
highered_2020-12-09_10-16-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 09, 2020
Short Description:
highered via NodeXL https://bit.ly/3oxGNVW
@edubot_he
@fred_highered
@education_24x7
@cmdatascoop
@eraser
@forbes
@luminafound
@mjcraw
@karenraycosta
@markj_ohnson

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

Description:
Description
The graph represents a network of 5,943 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, 09 December 2020 at 18:34 UTC.

The requested start date was Tuesday, 08 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 6-day, 10-hour, 4-minute period from Tuesday, 01 December 2020 at 14:55 UTC to Tuesday, 08 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 : 5943
Unique Edges : 4654
Edges With Duplicates : 9533
Total Edges : 14187
Number of Edge Types : 5
Mentions : 3264
Tweet : 2556
Retweet : 3350
MentionsInRetweet : 4755
Replies to : 262
Self-Loops : 2627
Reciprocated Vertex Pair Ratio : 0.0560415122312824
Reciprocated Edge Ratio : 0.106135055454163
Connected Components : 1134
Single-Vertex Connected Components : 601
Maximum Vertices in a Connected Component : 3300
Maximum Edges in a Connected Component : 9605
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.88672
Graph Density : 0.000201708670380508
Modularity : 0.486403
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,943 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, 09 December 2020 at 18:34 UTC.

The requested start date was Tuesday, 08 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 6-day, 10-hour, 4-minute period from Tuesday, 01 December 2020 at 14:55 UTC to Tuesday, 08 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:
[24] http://TheEdReporter.com
[23] https://www.foxbusiness.com/economy/which-schools-leave-parents-with-the-most-college-loan-debt
[20] http://www.downingedtech.com/
[18] https://money.com/best-colleges/rankings/most-transformative-colleges/
[17] https://higheredav.com/
[17] https://www.washingtonpost.com/technology/2020/11/12/test-monitoring-student-revolt/
[17] https://voiceofsandiego.org/topics/education/college-students-are-learning-hard-lessons-about-anti-cheating-software/
[17] https://www.nytimes.com/2020/11/27/us/college-admissions-coronavirus.html
[17] https://www.insidehighered.com/quicktakes/2020/12/03/college-scorecard-now-includes-wage-data-based-field
[16] https://library.educause.edu/resources/2020/11/the-evolving-landscape-of-data-privacy-in-higher-education

Top URLs in Tweet in G1:
[24] http://TheEdReporter.com
[5] https://www.instagram.com/accounts/login/
[5] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering%20-%20book1.htm#.ULzcFmf77qw
[4] https://www.adjunctnation.com/2020/12/02/some-people-in-higher-ed-are-delighted-adjuncts-are-losing-their-jobs/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[4] https://www.adjunctnation.com/2020/10/19/jumping-off-the-adjunct-and-onto-the-full-time-track-in-the-time-of-covid-19/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://red.msudenver.edu/2020/university-takes-safe-and-steady-approach-with-the-return-to-in-person-classes.html
[3] https://www.adjunctnation.com/2020/10/20/uc-lecturers-contract-expired-in-jan-2020-and-they-continue-to-negotiate/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://inversant.org/model/
[2] https://www.theguardian.com/australia-news/2020/dec/02/up-to-50-of-university-students-unhappy-with-online-learning-regulator-finds
[2] https://twitter.com/AOC/status/1333901224782032897

Top URLs in Tweet in G2:
[20] http://www.downingedtech.com/
[17] https://higheredav.com/
[16] https://www.washingtonpost.com/technology/2020/11/12/test-monitoring-student-revolt/
[13] https://www.itlclillyonline.com/
[10] https://cloudonair.withgoogle.com/events/public-sector-summit
[8] https://www.k12prospects.com/LP/Flowchrt/Flowchart.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=districts-decision-making-flowchart&utm_content=textlink
[6] https://www.getrevue.co/profile/notion-for-academics
[6] https://edtechmagazine.com/higher/article/2020/12/3-ways-add-value-campus-learning
[4] https://edtechreview.in/trends-insights/insights/2322-higher-education-reform-videos
[4] https://e-learning-teleformacion.blogspot.com/2020/09/knowledge-maps-for-e-learning-jae-hwa.html

Top URLs in Tweet in G3:
[15] https://library.educause.edu/resources/2020/11/the-evolving-landscape-of-data-privacy-in-higher-education
[8] https://e-learning-teleformacion.blogspot.com/2020/12/vol-15-no-22-2020-international-journal.html
[5] https://e-learning-teleformacion.blogspot.com/2020/10/abrir-la-ciencia-para-cambiar-el-mundo.html
[4] https://medium.com/%C3%B1am-educkacci%C3%B3n-en-red/e-learning-research-in-asia-during-1996-2018-and-the-four-country-indicators-41c380fa9d57?source=friends_link&sk=ace3b3d93abd513adf2b54155a143e10
[4] https://e-learning-teleformacion.blogspot.com/2020/03/la-inteligencia-artificial-en-la.html
[4] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[4] https://e-learning-teleformacion.blogspot.com/2020/10/covid-19-20-countries-higher-education.html
[4] https://medium.com/%C3%B1am-educkacci%C3%B3n-en-red/future-teacher-training-of-several-universities-with-moocs-as-oer-39838793b35a?source=friends_link&sk=bfa5f817287d18e288ee6110675f832b
[4] https://e-learning-teleformacion.blogspot.com/2020/10/inteligencia-artificial-conectivismo-y.html
[4] https://universitybusiness.com/college-presidents-perspective-on-student-mental-health-and-wellness/

Top URLs in Tweet in G4:
[4] https://www.chronicle.com/article/colleges-grapple-with-grim-financial-realities
[4] https://www.jamiemerisotis.com/books/human-work-in-the-age-of-smart-machines/
[4] https://buff.ly/33zasqQ
[4] https://twitter.com/NACUBO/status/1334504334671941632
[3] https://www.universityaffairs.ca/features/feature-article/7-missing-pieces-why-students-prefer-in-person-over-online-classes/
[2] https://www.thirdway.org/report/why-rich-colleges-get-richer-poor-colleges-get-poorer-the-case-for-equity-based-funding-in-higher-education
[2] https://bit.ly/3fSWvrH
[2] https://mailchi.mp/sheeo/sheeo-policy-update-friday-december4-2020
[2] https://co.chalkbeat.org/2020/11/30/21720926/university-of-colorado-boulder-enroll-low-income-pell-students-social-mobility
[2] http://rpkgroup.com/strategic-finance-learning-studio-scott-carlson/

Top URLs in Tweet in G5:
[6] https://events.coursehero.com/teaching-in-transition?utm_source=twitter&utm_medium=socialpost&utm_campaign=edu_teachingintransition&utm_term=edu
[4] https://www.edtrustwest.org/donate
[3] https://edtrust.org/the-equity-line/this-is-what-democracy-looks-like-reflections-from-an-ed-trust-fellow/
[3] https://secure.givelively.org/event/campaign-for-college-opportunity/celebrating-sixteen-years-of-advancing-racial-equity-in-college-opportunity-a-fireside-chat-and-celebration
[2] https://edtrust.org/resource/using-professional-judgment-in-financial-aid/
[2] https://zoom.us/webinar/register/WN_Dy7FIwWGRRqgB8qu7_5u5A
[2] https://mailchi.mp/gse/postelectionevent
[2] https://cmsi.gse.rutgers.edu/sites/default/files/HSI_Report_R2.pdf
[2] https://www.chronicle.com/article/students-unhappy-with-financial-aid-decisions-can-appeal-but-who-does-it
[2] https://tnhdigital.com/2020/10/29/the-importance-of-sleep-for-college-students/

Top URLs in Tweet in G6:
[5] https://twitter.com/charleswlogan/status/1333852785947922433
[3] https://www.owllabs.com/blog/anywhere-office-setup-ideas?utm_campaign=q4-2020-gen&utm_source=feedly&utm_medium=native
[3] http://www.100faculty.com/
[2] https://onlinelearningconsortium.org/learn/olc-ideate-dei/
[2] https://twitter.com/hope4college/status/1335252952257323009
[2] https://covid19.bccampus.ca/webinars/adapting-to-covid-19-mindful-monday-drop-in-9/
[2] https://www.cbc.ca/news/canada/british-columbia/bc-university-winter-break-extended-2020-2021-1.5828359
[2] https://twitter.com/DrBradJohnson/status/1335753901040144385
[2] https://er.educause.edu/blogs/2020/12/burned-out-stories-of-compassion-fatigue
[2] https://www.ajc.com/education/get-schooled-blog/georgia-tech-professor-i-didnt-think-i-connected-with-my-students-online-they-disagreed/WTQWA2ZNGNA43FTTTMDIA2QSLY/

Top URLs in Tweet in G7:
[3] https://collegemeltdown.blogspot.com/2019/07/college-meltdown-resources.html
[2] https://edtechnology.co.uk/live-panel/upcoming/the-secret-to-successful-blended-learning?utm_campaign=01233
[2] EdQuarter
[2] webinar
[2] -
[2] December
[2] 2,
[2] 2020&utm_content=148104846&utm_medium=social&utm_source=twitter&hss_channel=tw-1360486212
[2] https://www.insidehighered.com/quicktakes/2020/12/04/u-vermont-cut-12-majors-11-minors#.X8pDEfzOJKU.twitter
[2] http://view.communications.cu.edu/?qs=3224887bffcee47c024592e1ac5bddb6dcebe85e337a8cab26b631423cdc14970fbadf6386134f6d0d3067b0935dd188299c27a50fae2c4cfa17e833a664c587cec4af6305595157cf4c8da689e8ef10

Top URLs in Tweet in G8:
[11] https://www.centerforengagedlearning.org/books/writing-about-learning/
[8] -
[5] http://7.Build
[5] https://onehe.org/equity-unbound/#list
[5] https://www.eventbrite.co.uk/e/the-seda-winter-festival-x-5-days-registration-128882973443
[4] https://www.advance-he.ac.uk/programmes-events/calendar/innovation-teaching-practice-gamification-1?utm_source=Twitter&utm_medium=social&utm_campaign=PE
[4] ITP&utm_content=Gamification1
[3] https://twitter.com/Bali_Maha/status/1333854119799492616
[3] http://againstsurveillance.net
[3] https://www.blackhistorymonth.org.uk/article/profile/section/he-careers/the-university-of-sheffield/#.X8QLKgzjmCg.twitter

Top URLs in Tweet in G9:
[2] https://equalize.wustl.edu/
[1] https://www.seanmichaelmorris.com/teaching-through-the-screen-and-the-necessity-of-imagination-literacy/
[1] https://er.educause.edu/blogs/2020/11/engaging-faculty-to-connect-with-online-learners-in-real-time?utm_source=Selligent&utm_medium=email&utm_campaign=er_content_alert_newsletter&utm_content=12-02-2020&utm_term=_&m_i=he3ijcP0TumuCmSwCJh3Q6RPp8cd2S6elgfD2azjLTXrw2MyV64hzMHSuiBducIcW0HkDp%2Bt9bt00RzSC5bVzYc0D%2By_XgghhU&M_BT=9401838757
[1] https://docs.google.com/spreadsheets/d/1EQRP0-SwFIXijICV9IPP5pdZEez2MhCSaM2AiqHvO2w/edit?fbclid=IwAR3aD6eAoggaB2fNoHirLsuRbt_-ToBiQUe5lH-mmuQl7i4RVklJT017TY4#gid=1571008534
[1] https://docs.google.com/forms/d/e/1FAIpQLSdDH4weBqOq0qki7ygV99UJZNQZXAb9X0_jYm23uJ2H3oZMYQ/viewform?usp=sf_link
[1] https://twitter.com/DocZo/status/1333798485523451904
[1] https://www.azcentral.com/story/news/local/arizona-education/2020/12/01/maricopa-community-colleges-see-big-enrollment-drop-fall-semester/6468854002/
[1] https://www.sevendaysvt.com/OffMessage/archives/2020/12/02/uvm-announces-plan-to-eliminate-more-than-two-dozen-academic-programs?fbclid=IwAR0JLgvj5qw5aAcCl2MZog22Ety6gLNElB_etxNkPp3JlBic5oSSjrvvtqY
[1] https://twitter.com/BetsyDeVosED/status/1333836241243140097

Top URLs in Tweet in G10:
[3] https://nisod.cc/3mtEZwD
[2] https://www.fastcompany.com/90565806/showcase-these-5-essential-skills-to-show-youre-a-standout-remote-worker?partner=rss&utm_source=rss&utm_medium=feed&utm_campaign=rss+fastcompany&utm_content=rss?cid=search
[2] http://www.nas.edu/ford
[1] https://twitter.com/RepPressley/status/1336011844381765649
[1] https://www.insidehighered.com/admissions/article/2020/12/07/more-third-prospective-college-students-are-reconsidering-higher
[1] https://www.aaihs.org/donate/
[1] https://www.insidehighered.com/quicktakes/2020/12/03/college-scorecard-now-includes-wage-data-based-field
[1] https://voiceofsandiego.org/topics/education/college-students-are-learning-hard-lessons-about-anti-cheating-software/
[1] https://blog.hrps.org/blogpost/What-Does-an-Inclusive-Leader-Look-Like
[1] https://highered.aspeninstitute.org/transfer-research-and-tools/

Top Domains
Top Domains in Tweet in Entire Graph:
[593] twitter.com
[237] bit.ly
[131] blogspot.com
[114] insidehighered.com
[104] hispanicsinhighered.com
[69] lgbtinhighered.com
[68] academica.ca
[60] medium.com
[58] ac.uk
[56] edsurge.com

Top Domains in Tweet in G1:
[128] twitter.com
[68] bit.ly
[33] theguardian.com
[25] adjunctnation.com
[24] insidehighered.com
[24] theedreporter.com
[17] careerarc.com
[13] lnkd.in
[11] buff.ly
[10] linkedin.com

Top Domains in Tweet in G2:
[79] twitter.com
[44] edsurge.com
[33] edtechmagazine.com
[30] bit.ly
[20] higheredav.com
[20] downingedtech.com
[19] blogspot.com
[16] washingtonpost.com
[13] itlclillyonline.com
[11] k12prospects.com

Top Domains in Tweet in G3:
[101] blogspot.com
[67] academica.ca
[45] voicestorm.com
[43] medium.com
[31] educause.edu
[22] universitybusiness.com
[18] dy.si
[10] bit.ly
[9] ecampusnews.com
[9] lnkd.in

Top Domains in Tweet in G4:
[30] twitter.com
[11] bit.ly
[7] hechingerreport.org
[7] mailchi.mp
[5] thirdway.org
[5] chronicle.com
[4] jamiemerisotis.com
[4] insidehighered.com
[4] buff.ly
[4] younginvincibles.org

Top Domains in Tweet in G5:
[17] coursehero.com
[11] diverseeducation.com
[9] twitter.com
[6] edtrust.org
[4] edtrustwest.org
[4] bit.ly
[4] edsource.org
[3] eab.com
[3] rutgers.edu
[3] linkedin.com

Top Domains in Tweet in G6:
[36] twitter.com
[6] bccampus.ca
[3] onlinelearningconsortium.org
[3] owllabs.com
[3] 100faculty.com
[2] insidehighered.com
[2] hypothes.is
[2] ac.uk
[2] cbc.ca
[2] bit.ly

Top Domains in Tweet in G7:
[20] twitter.com
[16] insidehighered.com
[11] chronicle.com
[9] buff.ly
[4] timeshighereducation.com
[4] bit.ly
[3] blogspot.com
[3] washingtonexaminer.com
[2] ft.com
[2] zoom.us

Top Domains in Tweet in G8:
[19] ac.uk
[11] centerforengagedlearning.org
[6] twitter.com
[6] co.uk
[5] 7.build
[5] onehe.org
[3] againstsurveillance.net
[3] org.uk
[2] anchor.fm
[1] youtube.com

Top Domains in Tweet in G9:
[2] wustl.edu
[2] google.com
[2] twitter.com
[1] seanmichaelmorris.com
[1] educause.edu
[1] azcentral.com
[1] sevendaysvt.com

Top Domains in Tweet in G10:
[7] bestcolleges.com
[4] bit.ly
[3] twitter.com
[3] insidehighered.com
[3] nisod.cc
[2] fastcompany.com
[2] nas.edu
[2] jonesborosun.com
[1] aaihs.org
[1] voiceofsandiego.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5157] highered
[437] edtech
[324] college
[320] education
[309] highereducation
[233] covid19
[206] elearning
[171] edchat
[150] collegetalk
[136] academictwitter



Top Hashtags in Tweet in G1:
[837] highered
[88] highereducation
[60] college
[29] education
[27] edtech
[26] adjunctnation
[26] adjuncts
[24] elearning
[19] academictwitter
[17] academicchatter

Top Hashtags in Tweet in G2:
[537] highered
[241] edtech
[127] education
[92] edchat
[68] k12
[67] lillycon
[55] elearning
[45] reimagineeducation2020
[43] avtweeps
[36] edtechchat

Top Hashtags in Tweet in G3:
[478] highered
[98] elearning
[94] universidad
[89] highereducation
[80] education
[74] cdnpse
[70] university
[68] edtech
[65] ai
[63] cdwsocial

Top Hashtags in Tweet in G4:
[239] highered
[27] college
[22] pandemic
[18] students
[15] highered20
[14] covid19
[12] humanwork
[11] winewithwonks
[10] education
[9] collegetransparencyact

Top Hashtags in Tweet in G5:
[150] highered
[16] cmsi
[12] msis
[11] collegeadmissions
[10] mentalhealth
[10] emchat
[9] k12
[9] hbcus
[8] edjustice
[8] earlyed

Top Hashtags in Tweet in G6:
[161] highered
[25] onlinelearning
[19] traumaaware
[19] facdev
[17] academicchatter
[15] againstsurveillance
[8] covid19
[7] edtech
[7] bced
[5] mentalhealth

Top Hashtags in Tweet in G7:
[116] highered
[15] covid19
[12] covidlaw
[10] coronavirus
[5] college
[5] economy
[4] funding
[4] sadoc
[4] sapro
[4] quicktakes

Top Hashtags in Tweet in G8:
[105] highered
[15] gamification
[12] academictwitter
[11] sotl
[11] againstsurveillance
[11] sedawinterfest
[8] advancehemembers
[8] 12daysofchristmas
[7] 52etc
[7] edchat

Top Hashtags in Tweet in G9:
[91] highered
[34] rural
[34] poor
[34] workingclass
[21] lgbtq
[5] edtech
[3] elearning
[2] womeninnovate
[2] techtransfer
[2] remoteteaching

Top Hashtags in Tweet in G10:
[48] givingtuesday
[47] history
[36] highered
[11] lowered
[6] college
[5] fordfoundationfellowship
[5] predoctoral
[3] studentsuccess
[3] covid19
[3] hercjobs

Top Words
Top Words in Tweet in Entire Graph:
[5132] #highered
[1187] students
[730] more
[523] college
[501] learning
[479] education
[437] #edtech
[419] student
[399] join
[373] higher

Top Words in Tweet in G1:
[836] #highered
[161] students
[96] more
[88] #highereducation
[78] college
[75] time
[73] education
[73] student
[65] read
[60] #college

Top Words in Tweet in G2:
[536] #highered
[241] #edtech
[126] #education
[118] students
[92] #edchat
[91] learning
[70] education
[68] more
[67] #lillycon
[66] #k12

Top Words in Tweet in G3:
[477] #highered
[103] more
[98] #elearning
[94] #universidad
[93] read
[89] #highereducation
[79] #education
[74] learning
[74] eraser
[74] #cdnpse

Top Words in Tweet in G4:
[233] #highered
[79] students
[55] more
[33] luminafound
[32] income
[32] during
[31] access
[31] people
[31] join
[29] tracychenmedia

Top Words in Tweet in G5:
[150] #highered
[49] students
[41] more
[35] join
[31] using
[29] report
[26] racial
[25] edtrust
[25] financial
[24] brief

Top Words in Tweet in G6:
[161] #highered
[89] karenraycosta
[44] teaching
[33] learning
[32] faculty
[30] online
[29] students
[25] training
[25] support
[25] #onlinelearning

Top Words in Tweet in G7:
[116] #highered
[31] chronicle
[24] students
[19] insidehighered
[19] college
[16] faculty
[15] #covid19
[14] tenure
[14] campus
[13] student

Top Words in Tweet in G8:
[99] #highered
[58] advancehe
[30] seda_uk_
[27] learning
[26] dec
[23] santanuvasant
[22] book
[20] student
[19] uk
[19] education

Top Words in Tweet in G9:
[91] #highered
[47] academic
[46] year
[46] put
[45] anyone
[45] job
[45] market
[45] informal
[45] grad
[45] group

Top Words in Tweet in G10:
[48] #givingtuesday
[48] consider
[48] giving
[47] please
[47] donation
[47] african
[47] american
[47] intellectual
[47] #history
[47] society

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[214] higher,education
[143] #highered,#highereducation
[141] learn,more
[137] #college,#collegetalk
[133] covid,19
[122] read,more
[110] #highered,#edtech
[96] higher,ed
[84] #cdnpse,#highered
[75] #highereducation,#highered

Top Word Pairs in Tweet in G1:
[37] higher,education
[32] #highereducation,#highered
[31] #highered,#highereducation
[27] #highered,#college
[27] part,time
[25] read,#adjunctnation
[25] #adjunctnation,today
[20] #adjuncts,#highered
[18] higher,ed
[18] learn,more

Top Word Pairs in Tweet in G2:
[60] #highered,#edtech
[41] #k12,#highered
[33] #edtech,#highered
[28] higher,education
[27] #education,#highered
[21] #edtech,#edchat
[20] #lillycon,plenary
[20] #highered,#education
[19] #highered,#edchat
[19] during,pandemic

Top Word Pairs in Tweet in G3:
[74] read,more
[74] #cdnpse,#highered
[66] #highered,#highereducation
[64] #highered,read
[41] #universidad,#university
[40] covid,19
[35] hard,clearly
[35] clearly,see
[35] see,effects
[35] effects,climate

Top Word Pairs in Tweet in G4:
[21] nearly,million
[21] million,people
[21] people,canceled
[21] canceled,#college
[21] #college,plans
[21] plans,fall
[21] fall,income
[21] income,changed
[21] changed,during
[21] during,#pandemic

Top Word Pairs in Tweet in G5:
[23] financial,aid
[17] mental,health
[16] excited,share
[16] share,brief
[16] brief,using
[16] using,professional
[16] professional,judgment
[16] judgment,financial
[16] aid,advance
[16] advance,racial

Top Word Pairs in Tweet in G6:
[21] #highered,#onlinelearning
[19] training,faculty
[16] feeling,huge
[16] huge,part
[16] part,massive
[16] massive,deficit
[16] deficit,pedagogical
[16] pedagogical,support
[16] support,training
[16] faculty,model

Top Word Pairs in Tweet in G7:
[13] tenure,track
[9] join,final
[9] final,chronicle
[9] chronicle,webinar
[9] webinar,fall
[9] fall,2020
[9] 2020,race
[9] race,class
[9] class,campus
[9] campus,climate

Top Word Pairs in Tweet in G8:
[17] next,virtual
[14] workshop,dec
[12] uk,#highered
[11] free,book
[11] book,scholarship
[11] scholarship,teaching
[11] teaching,learning
[11] learning,#sotl
[11] #sotl,#highered
[11] #highered,cel_elon

Top Word Pairs in Tweet in G9:
[45] anyone,#highered
[45] #highered,academic
[45] academic,job
[45] job,market
[45] market,informal
[45] informal,grad
[45] grad,group
[45] group,last
[45] last,year
[45] year,put

Top Word Pairs in Tweet in G10:
[47] #givingtuesday,please
[47] please,consider
[47] consider,giving
[47] giving,donation
[47] donation,african
[47] african,american
[47] american,intellectual
[47] intellectual,#history
[47] #history,society
[47] society,aaihs

Top Replied-To
Top Replied-To in Entire Graph:
@chris_neto
@highered_k
@thatchristinag
@edtech_highered
@ucddublin
@highered_gaming
@chronicle
@jaimehuntimc
@bryanalexander
@nickdenardis

Top Replied-To in G1:

Top Replied-To in G2:
@chris_neto
@edtech_highered
@kevtalbot
@_avap
@ascd
@mckinseydigital
@doc_mac19
@josiahway
@danleeav
@ped1971

Top Replied-To in G3:
@_amparonavarro
@stonybrooku
@unisomeg
@priskafeichter
@sethodell

Top Replied-To in G4:
@rstaisloff
@ceciliaorphan
@drmamechi
@loganmbooker
@bymoriah
@jal_mehta
@jselingo
@ivytechcc
@nacubo
@bellevueu

Top Replied-To in G5:
@highered_k
@marybethgasman
@tlstrayhorn
@highered_rob
@joannkozyrev
@younginvincible
@firstgencenter

Top Replied-To in G6:
@karenraycosta
@drew_lab
@brittanynavila
@tricedu
@merylkevans
@ninabangelo
@hypothes_is
@sarosecav
@michaelcralph
@maritezapigo

Top Replied-To in G7:
@chronicle
@bryanalexander
@insidehighered
@gsiemens
@genniebeannie
@harmonygritz
@sheenak2
@ubc
@adhabb
@sciencespo

Top Replied-To in G8:
@autumm
@lseheblog

Top Mentioned
Top Mentioned in Entire Graph:
@eraser
@karenraycosta
@betsydevosed
@edtech_highered
@advancehe
@hispanichighed
@drgmbettencourt
@aaihs
@keishablain
@edtrust

Top Mentioned in G1:
@skrabut
@centurycollege
@oregoncsp
@insight_news
@_allisulli

Top Mentioned in G2:
@edtech_highered
@reimaginehedu
@eraser
@itlc_lilly
@higheredsurge
@av_jamesking
@higheredav
@monicarysavy
@itsdrmordecai
@thetattooedprof

Top Mentioned in G3:
@eraser
@edscoop_news
@penn_state
@edtech_highered
@educause
@academicatopten
@universitybiz
@saphighered
@ellucianinc
@govtechnews

Top Mentioned in G4:
@luminafound
@tracychenmedia
@jamiemerisotis
@georgetowncew
@nasfaa
@younginvincible
@jselingo
@nacubo
@thirdwayedu
@aceducation

Top Mentioned in G5:
@edtrust
@tiffanyjonesphd
@calstate
@diverseissues
@coursehero
@sdpinstitute
@centerformsis
@tonysarda
@jaimeramirezme7
@uwilltech

Top Mentioned in G6:
@karenraycosta
@bccampus
@readywriting
@royalroads
@jessifer
@olaoluadeleye
@whitneykilgore
@tophat
@bonstewart
@edtechfactotum

Top Mentioned in G7:
@chronicle
@insidehighered
@sonjaardoin
@bryanalexander
@timeshighered
@landryst
@ugacsaasal
@adastrais
@kaylaccu
@spadonicollege

Top Mentioned in G8:
@advancehe
@santanuvasant
@seda_uk_
@cel_elon
@advance
@lseheblog
@qaatweets
@horrocks_simon
@talkinghepod
@ktdigital

Top Mentioned in G9:
@drgmbettencourt
@tymcnamee
@ant_duran
@karenraycosta
@washuotm
@wlweber
@oup_vc
@jcisneros5
@drryanmiller
@tjjourian

Top Mentioned in G10:
@aaihs
@keishablain
@tressiemcphd
@kresgedu
@nasemfordfellow
@aspenhighered
@act
@tracychenmedia
@bestcollegescom
@college_experts

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@sgh_rts
@rk70534
@chidambara09
@cybersec_feeds
@femtech_
@faby_nava77
@thehill
@smallstreamersr
@lizditz

Top Tweeters in G1:
@janniaragon
@nikhilchhajar
@iramey
@gwoodi
@drpetra
@niha
@tedbauer2003
@trentmkays
@steviesintrlude
@sosothewanderer

Top Tweeters in G2:
@femtech_
@lizditz
@calcaware
@juandoming
@time
@stlajn1
@elemmathaccount
@tomy2875
@tamraraven
@scalarhumanity

Top Tweeters in G3:
@sectest9
@chidambara09
@cybersec_feeds
@thehill
@ottlegalrebels
@eraser
@hollowmanseries
@cybersecurityn8
@ssxman2
@bostonglobe

Top Tweeters in G4:
@barbiewithatude
@theatlantic
@evan7257
@statesman
@lanitaz123
@houmanitarian
@donnerkay
@ashtonpittman
@alantonelson
@mgmoody42

Top Tweeters in G5:
@popsugar
@i_am_thechange
@phillyinquirer
@rosaisiah
@guineetags
@akilbello
@mentalhretweet
@marybethgasman
@lastrainforest
@jennthetutor

Top Tweeters in G6:
@garden4u_wa
@raulpacheco
@alisonborealis
@learnteachwin
@iamdrwill
@klhoughton
@readywriting
@commish24
@margymaclibrary
@donnalanclos

Top Tweeters in G7:
@dcexaminer
@ap
@cnni
@needhibhalla
@drreznicek
@rufuspolk
@pymnts
@adityarajkaul
@lyndawoolard
@womanistpsych

Top Tweeters in G8:
@david_t_evans
@laripley
@philodygmn
@absentminddmama
@bali_maha
@brennacgray
@hypervisible
@chri5rowell
@derbyuni
@profsallybrown

Top Tweeters in G9:
@sophiarahming1
@dennisg_shea
@dynarski
@mccannjl
@heydrmccloud
@daniellelorenz
@medeaculpa
@dharry_93
@drbritwilliams
@chrisconzen

Top Tweeters in G10:
@tressiemcphd
@librariesval
@dorothyk98
@sawyerandrew
@robgreeneii
@m_older
@1naturalzeta
@mbalter
@mixed_race
@tendentiousg


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