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highered_2019-08-13_11-52-25.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2019
Description:
Description
The graph represents a network of 4,401 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, 13 August 2019 at 18:53 UTC.

The requested start date was Monday, 12 August 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 3-hour, 53-minute period from Wednesday, 07 August 2019 at 20:07 UTC to Monday, 12 August 2019 at 00:01 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 : 4401
Unique Edges : 5287
Edges With Duplicates : 2081
Total Edges : 7368
Number of Edge Types : 3
Mentions : 5602
Tweet : 1630
Replies to : 136
Self-Loops : 1630
Reciprocated Vertex Pair Ratio : 0.0400739827373613
Reciprocated Edge Ratio : 0.0770598695909899
Connected Components : 823
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 1789
Maximum Edges in a Connected Component : 4013
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.014218
Graph Density : 0.000261355890190246
Modularity : 0.679672
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] https://u2b.com/2019/08/08/australia-higher-education-funding-scheme-performance-based/
[19] http://e-learning-teleformacion.blogspot.com/2019/08/volume-50-issue-4-bejet-british-journal.html
[19] http://e-learning-teleformacion.blogspot.com/2019/08/innovative-teaching-in-higher-education.html
[19] http://e-learning-teleformacion.blogspot.com/2019/08/changing-game-in-education-through.html
[17] https://medium.com/@eraser/blockchains-and-their-impacts-on-higher-education-6b199de20942?source=friends_link&sk=9b017d4dc0c385e1a1ec245c38f613d9
[16] https://ec.europa.eu/programmes/erasmus-plus/opportunities/school-education_en
[14] https://www.edsurge.com/news/2019-08-05-how-online-degrees-can-advance-worker-careers-in-a-shifting-economy?utm_content=buffer22c7d&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[13] https://www.cnet.com/news/best-apps-for-college-students-to-save-time-and-money-and-rock-another-semester/
[12] https://www.edutopia.org/article/study-strategies-beyond-memorization?utm_term=0_f72e8cc8c4-177ffcde0c-85232815&utm_content=buffer50bcc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.ivywise.com/mailing-list/

Top URLs in Tweet in G1:
[4] -
[3] https://u2b.com/2019/08/08/australia-higher-education-funding-scheme-performance-based/
[3] https://twinybots.ch/
[3] https://www.century.edu/
[3] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[3] book1.htm#.ULzcFmf77qw
[3] https://www.universitiesuk.ac.uk/events/Pages/Marketing-and-communications-in-Higher-Education-.aspx
[3] https://evolllution.com/attracting-students/todays_learner/extending-service-based-learning-opportunities-to-adult-students/
[2] https://twitter.com/FCRACoalitionEP/status/1158803492544405504
[2] https://www.theguardian.com/education/2019/aug/08/tuition-fees-cut-could-be-devastating-for-universities-say-peers?CMP=Share_iOSApp_Other

Top URLs in Tweet in G2:
[19] http://e-learning-teleformacion.blogspot.com/2019/08/volume-50-issue-4-bejet-british-journal.html
[19] http://e-learning-teleformacion.blogspot.com/2019/08/changing-game-in-education-through.html
[18] http://e-learning-teleformacion.blogspot.com/2019/08/innovative-teaching-in-higher-education.html
[17] https://medium.com/@eraser/blockchains-and-their-impacts-on-higher-education-6b199de20942?source=friends_link&sk=9b017d4dc0c385e1a1ec245c38f613d9
[11] https://www.edsurge.com/news/2019-08-05-how-online-degrees-can-advance-worker-careers-in-a-shifting-economy?utm_content=buffer22c7d&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[10] http://www.theasianschool.net
[9] https://miguelescotet.com/2019/a-need-to-educate-for-uncertainty/
[8] https://www.edsurge.com/news/2018-08-13-libraries-are-often-missing-from-student-success-initiatives-researchers-are-asking-how-to-change-that?utm_content=bufferc2f35&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[8] http://www.ecoleglobale.com
[7] http://e-learning-teleformacion.blogspot.com/2019/04/educause-horizon-report-2019-higher.html

Top URLs in Tweet in G4:
[3] https://www.kitsapdailynews.com/opinion/homeless-students-deserve-a-shot-at-college/
[3] https://www.mlive.com/news/grand-rapids/2019/08/ferris-state-president-wife-create-700k-scholarship-endowment-for-foster-youth.html
[3] https://nypost.com/2019/08/04/cuny-reverting-to-bad-old-days-with-no-tests-for-remedial-courses/?utm_source=url_sitebuttons&utm_medium=site
[3] buttons&utm_campaign=site
[3] buttons
[3] https://www.edexcelencia.org/2019-examples-excelencia-finalists
[2] http://www.magnetmail.net/actions/email_web_version.cfm?message_id=17257071&user_id=AASCU
[2] https://www.wsj.com/articles/college-still-pays-off-but-not-for-everyone-11565343000
[2] https://www.cccco.edu/About-Us/News-and-Media/California-Community-Colleges-Outlook-Newsletter/Faces-of-Our-Community-July
[1] https://edtrust.org/equity-lens-a-blog-for-higher-ed-wonks/

Top URLs in Tweet in G5:
[3] https://edtechmagazine.com/higher/article/2019/08/better-problem-solving-take-advantage-it-colleagues?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://www.educause.edu/about/working-at-educause/career-opportunities/?gnk=job&gni=8a78879e6be7caa2016bfbd3bee64185&gns=Employee+Social+Media+Referral
[2] https://events.edtechreview.in/higher-education/2019-Bengaluru/#registration
[2] https://www.governing.com/podcast/arena/gov-michael-crow.html
[2] https://www.scoop.it/topic/edumorfosis/p/4109709942/2019/08/10/academics-vs-entertainment-how-colleges-manage-competing-demands-on-the-network?utm_medium=social&utm_source=twitter
[2] https://edtechmagazine.com/higher/article/2019/08/early-adopters-pioneer-virtual-reality-use-higher-education
[1] https://cdw.voicestorm.com/Article/Redirect/5e545aaf-f830-42c4-b3ad-182e7afd14d9?uc=3431&g=2ad0b10a-2302-448a-b1c2-e882290357d4&f=210733
[1] https://edtechmagazine.com/higher/article/2019/07/pittsburgh-technical-college-expands-women-steam-group?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://edtechmagazine.com/higher/article/2019/08/early-adopters-pioneer-virtual-reality-use-higher-education?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://edtechmagazine.com/higher/article/2019/04/acer-announces-new-line-high-performance-esports-computers?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G6:
[3] http://Collegeresults.org
[2] https://twitter.com/fsmith827/status/1158594623234666496
[2] https://www.youtube.com/watch?v=ldaBwZc6mPA&feature=youtu.be

[2] https://www.equityinhighered.org/
[1] https://twitter.com/asheoffice/status/1159604659868200961
[1] https://twitter.com/ASHEoffice/status/1159903461384904706
[1] https://twitter.com/ruthh_hopkins/status/1160627036647501824
[1] https://time.com/5642773/american-students-taught-race/
[1] http://appstate.peopleadmin.com/postings/23240
[1] https://twitter.com/SonjaArdoin/status/1159110753972031489

Top URLs in Tweet in G7:
[3] https://www.mheducation.com/highered/ideas/diversity-inclusion/3-steps-to-construct-an-empathic-classroom
[2] https://www.mheducation.com/highered/insights-ideas/gamification-spice-up-your-syllabus.html
[2] http://mathtips.mhhe.com/what-made-you-love-math/
[2] https://www.stemconnector.com/new-technology-offers-a-promising-solution-to-build-equity-in-the-stem-workforce/
[2] https://universitybusiness.com/mcgraw-hill-announces-new-advancement-in-machine-learning-powered-edtech/
[2] https://www.iowajpec.org/stories/sara-leiding
[2] https://www.mheducation.com/highered/ideas/back-to-school-student/6-ways-to-get-the-most-out-of-your-classes
[2] https://www.mheducation.com/highered/ideas/student-preparedness/5-ways-to-keep-students-attention-in-class
[2] https://universitybusiness.com/hampshire-colleges-new-president-says-school-must-transform-higher-ed-again/
[2] https://universitybusiness.com/new-ub-survey-reveals-movement-on-minimum-wage-on-college-campuses/

Top URLs in Tweet in G8:
[4] https://diverseeducation.com/article/148662/
[3] https://diverseeducation.com/article/151942/#.XU1-jb7aI5E.twitter
[3] https://diverseeducation.com/article/151907/#.XU2BLR7kXO4.twitter
[2] https://diverseeducation.com/article/151543/#.XUr7ML4Yemk.twitter
[2] https://diverseeducation.com/article/151818/#.XUw_vl2_HZA.twitter
[2] https://diverseeducation.com/article/151889/#.XU2FfQwRJCA.twitter
[2] https://www.chegg.com/press/college-election-tracker/
[2] https://insights.collegepulse.com/vault/question/5a5e1550d282700003d753b8?token=GUEST-eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiI1ZDI0YjM1YjM2MjhlYzAwMDQyZWZhM2IiLCJleHAiOjE2NDkwODYyOTk4MzJ9.t3T4vBC957d86tQTGzIZrDTDf1wy7WQNHI5V7kSFo1M
[2] https://diverseeducation.com/article/151722/
[1] https://diverseeducation.com/article/151722/#.XUw7QG72K4Q.twitter

Top URLs in Tweet in G9:
[4] https://www.nacacnet.org/news--publications/newsroom/press-releases/imaginefund/
[4] https://www.longmire-co.com/documents/Campus-Visit-Snapshot-Study.pdf
[2] https://twitter.com/parisnoire/status/1159694295823085574
[1] https://wpi.wd5.myworkdayjobs.com/en-US/WPI_External_Career_Site/job/Worcester/Assistant-Director--Pre-collegiate-Outreach-Programs_R0000618
[1] http://www.nagap.org/leadershipacademy
[1] https://www.jkcf.org/our-stories/mapping-school-counselors-navigating-admissions/
[1] https://twitter.com/claremccann/status/1159145744923791360
[1] https://twitter.com/EMjennielle/status/1159561162796752897
[1] https://www.theatlantic.com/notes/2019/08/choices-community-colleges/595696/
[1] https://twitter.com/cscc_edu/status/1159513339434696704

Top URLs in Tweet in G10:
[5] https://www.insidehighered.com/advice/2019/08/08/college-leaders-should-prepare-now-crises-may-arise-new-academic-year-opinion
[3] https://www.insidehighered.com/blogs/technology-and-learning/digital-transformation-and-university
[2] https://www.insidehighered.com/news/2019/08/08/countries-often-sacrifice-postsecondary-attainment-when-they-expand-subsidies
[2] https://www.universityworldnews.com/post.php?story=20190725113348177
[2] https://www.insidehighered.com/digital-learning/article/2019/07/30/cengage-and-mcgraw-hill-merger-faces-growing-opposition?utm_source=Inside+Higher+Ed&utm_campaign=c37a912039-DNU_2019_COPY_01&utm_medium=email&utm_term=0_1fcbc04421-c37a912039-199397405&mc_cid=c37a912039&mc_eid=c42f233727
[1] https://www.edweek.org/ew/articles/2019/08/07/national-study-shows-how-a-simple-growth.html?cmp=soc-edit-tw
[1] https://www.edsurge.com/news/2019-08-05-how-online-degrees-can-advance-worker-careers-in-a-shifting-economy?utm_content=buffer22c7d&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[1] http://www.insidehighered.com/blogs/library-babel-fish/learning-why-not-how
[1] https://www.straighterline.com/online-college-courses/
[1] https://www.insidehighered.com/quicktakes/2019/08/09/community-college-leaders-send-lawmakers-hea-wish-list#.XU151_t1VbN.twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[270] twitter.com
[178] edsurge.com
[148] blogspot.com
[74] careerarc.com
[73] insidehighered.com
[56] lgbtinhighered.com
[47] bit.ly
[47] linkedin.com
[46] educationdive.com
[46] theguardian.com

Top Domains in Tweet in G1:
[75] twitter.com
[56] lgbtinhighered.com
[52] careerarc.com
[34] theguardian.com
[18] insidehighered.com
[15] linkedin.com
[10] youtube.com
[9] ac.uk
[7] cursivecontent.com
[7] idatainc.com

Top Domains in Tweet in G2:
[169] edsurge.com
[145] blogspot.com
[38] medium.com
[19] bit.ly
[14] insidehighered.com
[14] careerarc.com
[11] forbes.com
[10] twitter.com
[10] linkedin.com
[10] theasianschool.net

Top Domains in Tweet in G4:
[10] twitter.com
[3] kitsapdailynews.com
[3] mlive.com
[3] magnetmail.net
[3] nypost.com
[3] edexcelencia.org
[2] edtrust.org
[2] huffpost.com
[2] wsj.com
[2] cccco.edu

Top Domains in Tweet in G5:
[13] edtechmagazine.com
[11] po.st
[6] voicestorm.com
[5] educause.edu
[4] twitter.com
[4] cvsoci.al
[3] edtechreview.in
[2] governing.com
[2] scoop.it
[2] tech.mg

Top Domains in Tweet in G6:
[7] twitter.com
[3] youtube.com
[3] collegeresults.org
[2] equityinhighered.org
[2] peopleadmin.com
[1] time.com
[1] chronicle.com
[1] desu.edu
[1] paper.li

Top Domains in Tweet in G7:
[21] mheducation.com
[15] universitybusiness.com
[2] mhhe.com
[2] stemconnector.com
[2] iowajpec.org
[2] constantcontact.com
[2] oklahoman.com
[2] ou.edu
[2] clicktotweet.com
[2] sightlines.com

Top Domains in Tweet in G8:
[23] diverseeducation.com
[7] collegepulse.com
[7] twitter.com
[3] edsurge.com
[2] act.org
[2] chegg.com
[1] higheredtoday.org
[1] brookings.edu
[1] chronicle.com
[1] bowdoin.edu

Top Domains in Tweet in G9:
[6] twitter.com
[6] nacacnet.org
[4] longmire-co.com
[1] myworkdayjobs.com
[1] nagap.org
[1] jkcf.org
[1] theatlantic.com
[1] nbcnews.com
[1] reuters.com
[1] educationdive.com

Top Domains in Tweet in G10:
[20] insidehighered.com
[6] twitter.com
[4] universityworldnews.com
[3] voicestorm.com
[2] ow.ly
[2] thepienews.com
[2] pst.cr
[2] bit.ly
[1] edweek.org
[1] edsurge.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3155] highered
[382] edtech
[339] education
[209] highereducation
[153] elearning
[134] edchat
[133] college
[104] university
[83] learning
[80] tech



Top Hashtags in Tweet in G1:
[507] highered
[28] education
[28] highereducation
[26] facultysuccess
[25] edchat
[20] college
[17] edtech
[15] university
[12] academictwitter
[11] studentsuccess

Top Hashtags in Tweet in G2:
[593] highered
[282] edtech
[231] education
[136] elearning
[105] highereducation
[82] university
[69] tech
[66] tic
[62] mlearning
[54] pedagogy

Top Hashtags in Tweet in G4:
[132] highered
[50] sheeoconf
[12] realcollege
[11] collegeprepchat
[9] education
[7] eddata
[6] firstgen
[6] corises
[5] colorado
[4] somecollegenodegree

Top Hashtags in Tweet in G5:
[63] highered
[15] it
[10] edtech
[10] future
[10] influencer
[9] hied
[9] esports
[8] cybersecurity
[7] analytics
[6] highereducation

Top Hashtags in Tweet in G6:
[71] highered
[15] ashe2019
[11] sapro
[6] sfstate
[6] diversity
[5] sadoc
[5] sfsu
[5] equity
[5] inclusion
[4] sagrad

Top Hashtags in Tweet in G7:
[74] highered
[14] edchat
[14] edtech
[7] stem
[6] highereducation
[5] uwdtl
[5] online
[5] hechat
[4] hr
[4] stemdaily

Top Hashtags in Tweet in G8:
[74] highered
[12] freecollege
[5] finaid
[4] hbcu
[4] firstgen
[3] internationaleducation
[2] tonimorrison
[2] mba
[2] businessschool
[2] studentloan

Top Hashtags in Tweet in G9:
[75] highered
[20] emchat
[10] communitycollege
[5] scchat
[4] edchat
[4] chatbots
[4] studentexperience
[3] cscc
[3] saas
[3] chugacug

Top Hashtags in Tweet in G10:
[65] highered
[11] intled
[6] access
[5] studentsuccess
[4] hea
[4] leadership
[3] sheeoconf
[3] education
[3] ncslsummit
[3] cdwsocial

Top Words
Top Words in Tweet in Entire Graph:
[3808] Words in Sentiment List#1: Positive
[1457] Words in Sentiment List#2: Negative
[21] Words in Sentiment List#3: Angry/Violent
[113397] Non-categorized Words
[118662] Total Words
[3152] #highered
[684] students
[634] s
[534] education
[461] college

Top Words in Tweet in G1:
[506] #highered
[84] students
[70] college
[69] time
[67] job
[63] more
[54] part
[54] instructor
[47] out
[43] work

Top Words in Tweet in G2:
[593] #highered
[282] #edtech
[231] #education
[210] education
[180] higheredsurge
[136] #elearning
[134] eraser
[134] 2018
[120] higher
[115] students

Top Words in Tweet in G3:
[266] highered
[265] seungcentral
[264] whoever
[264] styling
[264] felix
[264] show
[264] deserves
[264] jyp
[264] become
[264] stray

Top Words in Tweet in G4:
[132] #highered
[64] students
[50] #sheeoconf
[28] johnbking
[26] policy
[26] education
[24] work
[24] t
[23] edtrust
[23] remediation

Top Words in Tweet in G5:
[63] #highered
[33] edtech_highered
[22] students
[20] s
[19] futurehigheredu
[16] here
[15] best
[15] #it
[15] asu
[14] more

Top Words in Tweet in G6:
[71] #highered
[51] faculty
[46] race
[29] amazing
[21] out
[21] opportunity
[20] education
[18] anyone
[17] today
[17] higher

Top Words in Tweet in G7:
[74] #highered
[22] mhhighered
[20] students
[15] new
[15] education
[14] #edchat
[14] #edtech
[14] more
[13] campus
[12] 1

Top Words in Tweet in G8:
[74] #highered
[46] students
[31] college
[29] t
[22] today
[22] committee
[21] up
[21] jodiscohen
[21] hearing
[20] good

Top Words in Tweet in G9:
[75] #highered
[20] #emchat
[20] student
[19] s
[19] debt
[18] 18
[17] answer
[17] u
[16] claremccann
[16] waiting

Top Words in Tweet in G10:
[64] #highered
[24] college
[18] insidehighered
[15] student
[12] act
[11] university
[11] #intled
[10] partner
[10] s
[9] leaders

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[281] higher,education
[264] whoever,styling
[264] styling,felix
[264] felix,show
[264] show,deserves
[264] deserves,highered
[264] highered,jyp
[264] jyp,become
[264] become,stray
[264] stray,kidd

Top Word Pairs in Tweet in G1:
[47] part,time
[31] time,instructor
[29] instructor,pool
[26] #facultysuccess,#highered
[22] associate,part
[22] pool,2019
[22] 2019,2020
[21] check,out
[17] #highered,#highereducation
[17] miracosta,college

Top Word Pairs in Tweet in G2:
[110] higher,education
[104] #edtech,#highered
[91] 2018,#highered
[89] #highered,#highereducation
[47] #education,#highered
[44] #education,#edtech
[41] #highered,#edtech
[38] #elearning,#mlearning
[33] big,data
[30] #pedagogy,#pedagogie

Top Word Pairs in Tweet in G3:
[264] whoever,styling
[264] styling,felix
[264] felix,show
[264] show,deserves
[264] deserves,highered
[264] highered,jyp
[264] jyp,become
[264] become,stray
[264] stray,kidd
[264] kidd,s

Top Word Pairs in Tweet in G4:
[17] higher,education
[13] https,t
[13] t,co
[12] latinx,students
[12] corequisite,remediation
[11] join,august
[11] august,21
[11] 21,3pm
[11] 3pm,et
[11] et,12pm

Top Word Pairs in Tweet in G5:
[10] #future,here
[10] here,s
[10] s,scary
[10] scary,intriguing
[10] intriguing,provocative
[10] provocative,conversation
[10] conversation,futurehigheredu
[10] futurehigheredu,#influencer
[10] #highered,#it
[9] futurehigheredu,#future

Top Word Pairs in Tweet in G6:
[17] higher,education
[16] check,out
[15] happy,friday
[15] friday,#highered
[15] #highered,colleagues
[15] colleagues,check
[15] out,amazing
[15] amazing,#ashe2019
[15] #ashe2019,pre
[15] pre,cons

Top Word Pairs in Tweet in G7:
[10] #highered,#edchat
[9] calling,service
[9] service,year
[9] year,corps
[9] corps,members
[9] members,alums
[9] alums,interested
[9] interested,furthering
[9] furthering,education
[9] education,finding

Top Word Pairs in Tweet in G8:
[22] #highered,committee
[20] good,morning
[20] morning,covering
[20] covering,illinois
[20] illinois,house
[20] house,#highered
[20] committee,hearing
[20] hearing,today
[20] today,families
[20] families,giving

Top Word Pairs in Tweet in G9:
[17] u,s
[16] answer,waiting
[16] waiting,unless
[16] unless,impatiently
[16] impatiently,texted
[16] texted,yesterday
[16] yesterday,18
[16] 18,u
[16] s,adults
[16] adults,student

Top Word Pairs in Tweet in G10:
[11] #highered,#intled
[8] college,leaders
[6] heading,nashville
[6] nashville,discuss
[6] discuss,#highered
[6] #highered,partner
[6] partner,states
[6] states,increase
[6] increase,#access
[6] #access,boost

Top Replied-To
Top Replied-To in Entire Graph:
@jmitchellwsj
@highered_gaming
@ladermansophia
@sheeoed
@edtech_highered
@fusrodoc
@katbamkapow
@loganmbooker
@seungcentral
@drbritwilliams

Top Replied-To in G1:
@contantlaw

Top Replied-To in G2:
@alphagammahq
@uni_advisor
@vitalsource
@peterwoelert
@colttconf
@eliatrucks
@ryanstraight

Top Replied-To in G3:
@seungcentral

Top Replied-To in G4:
@jmitchellwsj
@ladermansophia
@sheeoed
@loganmbooker
@arob1588
@vanessakatcca

Top Replied-To in G5:
@edtech_highered
@jamesmoorecpas

Top Replied-To in G6:
@kayla_highered
@lesliedgonzales

Top Replied-To in G7:
@senschumer
@bryanalexander
@rovybranon
@nelson_baker
@konarjones
@umich

Top Replied-To in G8:
@pacommunitycoll
@jodiscohen

Top Replied-To in G9:
@marygrondahl

Top Replied-To in G10:
@harvardbiz

Top Mentioned
Top Mentioned in Entire Graph:
@seungcentral
@higheredsurge
@eraser
@levostregc
@edtech_highered
@drescotet
@vladobotsvadze
@johnbking
@gordonzo_bean
@odem_io

Top Mentioned in G1:
@centurycollege
@cursivecontent
@edwriters
@mark_rice_
@qsunisolution
@aicusa
@postsec_success
@emilycretella
@drjpricetrustee

Top Mentioned in G2:
@higheredsurge
@eraser
@drescotet
@vladobotsvadze
@kirankodithala
@n2nservicesinc
@odem_io
@pennytainton
@educause
@rubenharris

Top Mentioned in G3:
@seungcentral

Top Mentioned in G4:
@johnbking
@edtrust
@chrisnellum
@sheeoed
@aascu
@itstylerwu
@lexalogue
@calstate
@dtandberg
@cohighered

Top Mentioned in G5:
@edtech_highered
@asu
@futurehigheredu
@michaelcrow
@governing
@meahlarie
@illinois_alma
@uber
@sjsu
@oregonstate

Top Mentioned in G6:
@uscraceequity
@ashecahep
@lesliedgonzales
@crisp_gloria
@aceducation
@usc
@jselingo
@fsmith827
@appstatercoe
@sonjaardoin

Top Mentioned in G7:
@mhhighered
@universitybiz
@stemconnector
@uiowa
@uofoklahoma
@serviceyear
@facilityexec
@rovybranon
@ryanleighanders
@sca_ma_corps

Top Mentioned in G8:
@jodiscohen
@diverseissues
@actequity
@iwpresearch
@ncslorg
@jimlarimore
@usedgov
@act
@nprcofficial
@drlamontjones

Top Mentioned in G9:
@claremccann
@wpi
@insideadmission
@ellucianinc
@thejkcf
@nacac
@emjennielle
@collegeofstrose
@technolutions
@cscc_edu

Top Mentioned in G10:
@insidehighered
@margaretdunning
@finnpartners
@uniworldnews
@pulsipher_wgu
@theeaie
@mdrc_news
@nlcrawfordtas
@utas_
@dcccd

Top Tweeters
Top Tweeters in Entire Graph:
@jamesroy
@1denmadrid
@digestwordpress
@saragomezaranci
@chidambara09
@indiatoday
@thehill
@eraser
@businessinsider
@donotgiveuphope

Top Tweeters in G1:
@pfanderson
@nmitch
@hueningology
@peterjblack
@schoolsimprove
@gwoodi
@scholarshipcntr
@vizworld
@ittechbuz
@metrocola

Top Tweeters in G2:
@jamesroy
@chidambara09
@eraser
@donotgiveuphope
@guardian
@psychicwaugh
@juandoming
@santchiweb
@amor_vuelvetx
@sukeji_handa

Top Tweeters in G3:
@seungjinize
@anatiamir
@resistopernjall
@felixscene
@scoupstastu17
@wonderlixs
@haohaodacarabao
@hwangiows
@noiross
@jaemlnho

Top Tweeters in G4:
@wsj
@nypost
@saragoldrickrab
@cogovtweets
@telemundo
@9and10news
@commandr_nchief
@alheri
@kateszumanski
@blainehashimoto

Top Tweeters in G5:
@mapc
@jmkuhn99
@gate_15_analyst
@jontalton
@floridagators
@soccerctc
@cdwgwagov
@edumorfosis
@albertomunoz
@classroomcrafts

Top Tweeters in G6:
@docfreeride
@slangdini
@chanty_lyles
@blancavnyc
@greyhoundprezx
@drdlstewart
@ctechtvbfy
@fsmith827
@mjtvgirl
@rkelchen

Top Tweeters in G7:
@indiatoday
@time
@stfuimtweetn0_o
@newsok
@coloradostateu
@girlscouts
@studysync
@comed
@discoveryed
@facilityexec

Top Tweeters in G8:
@1denmadrid
@ariestess69
@therealgloria
@jboogieg
@barbs73
@brookingsinst
@chicagoleah
@iconcollector2
@propublica
@commissar_jane

Top Tweeters in G9:
@reuters
@cnbc
@nbcnews
@theatlantic
@akilbello
@lizgross144
@davidlublin
@emjennielle
@carriewofford
@alexmwilliams_

Top Tweeters in G10:
@educationweek
@peacelovingrn
@conversationuk
@harvardbiz
@mdrc_news
@insidehighered
@unimelb
@amazon
@uniworldnews
@theeaie