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highered_2017-06-19_08-16-52.xlsx
highered_2017-06-19_08-16-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2017
Short Description:
highered via NodeXL http://bit.ly/2tFADa9
@tekieboard
@edtech_highered
@insidehighered
@kateszumanski
@karenvaites
@donaldbittar

Description:
Description
The graph represents a network of 3,897 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 Monday, 19 June 2017 at 15:20 UTC.

The requested start date was Monday, 19 June 2017 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 3-day, 0-hour, 26-minute period from Thursday, 15 June 2017 at 23:33 UTC to Monday, 19 June 2017 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 : 3897
Unique Edges : 4815
Edges With Duplicates : 2380
Total Edges : 7195
Self-Loops : 1919
Reciprocated Vertex Pair Ratio : 0.0194992244626634
Reciprocated Edge Ratio : 0.0382525537926538
Connected Components : 730
Single-Vertex Connected Components : 276
Maximum Vertices in a Connected Component : 1859
Maximum Edges in a Connected Component : 4309
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.037031
Graph Density : 0.000303042038866311
Modularity : 0.611496
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] http://dabittar.com/for-shareholders-merck
[23] http://paper.li/eduflack/top-ed-feeds?edition_id=a6c84ad0-52b2-11e7-841c-0cc47a0d1609
[20] http://tech.ed.gov/teacherprep/
[19] http://e-learning-teleformacion.blogspot.com.es/2017/06/vol-12-no-05-2017-international-journal.html
[17] https://www.edsurge.com/news/2016-06-21-can-venture-capital-put-personalized-learning-within-reach-of-all-students?utm_content=buffer155e9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] http://theprofessorisin.com/2017/06/16/an-adjunct-letter-to-her-union-busting-college-president/
[15] http://e-learning-teleformacion.blogspot.com.es/2017/05/cap2017-conference-sur-lapprentissage.html
[14] http://e-learning-teleformacion.blogspot.com.es/2017/02/horizon-report-2017-higher-education.html
[14] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/uqBlTv
[14] HigherEd

Top URLs in Tweet in G1:
[19] http://e-learning-teleformacion.blogspot.com.es/2017/06/vol-12-no-05-2017-international-journal.html
[15] https://www.edsurge.com/news/2016-06-21-can-venture-capital-put-personalized-learning-within-reach-of-all-students?utm_content=buffer155e9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[15] http://e-learning-teleformacion.blogspot.com.es/2017/05/cap2017-conference-sur-lapprentissage.html
[14] http://e-learning-teleformacion.blogspot.com.es/2017/02/horizon-report-2017-higher-education.html
[12] https://www.edsurge.com/news/2016-08-30-why-continuing-education-programs-are-poised-to-become-hubs-of-innovation?utm_content=buffer521fd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] http://e-learning-teleformacion.blogspot.com.es/2017/02/cinaic-2017-iv-congreso-internacional.html
[11] https://www.edsurge.com/news/2016-11-11-making-video-games-for-higher-ed-requires-major-investment-is-it-worth-it?utm_content=buffere610b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.edsurge.com/research/guides/bridging-education-and-work-new-models-for-skilling-up?utm_content=buffer3e96c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] http://e-learning-teleformacion.blogspot.com.es/2017/03/1-congreso-latinoamericano-de.html
[11] http://e-learning-teleformacion.blogspot.com.es/2017/02/8-principles-of-brain-learning-in.html

Top URLs in Tweet in G2:
[5] http://www.thenextstep1234.com/blog/group-projects-can-predict-career-success
[3] http://hispanicsinhighered.com/job-details/?id=1022843&title=FullTime%20NonTenure%20Track%20Faculty%20Aerospace%20Engineering%2FWorcester%20Polytechnic%20Institute&utm_source=dlvr.it&utm_medium=twitter
[3] https://www.bisk.com/job-openings/?gnk=job&gni=8a7882525bf02fb3015c0c8f82291e3d&utm_medium=social&utm_campaign=learning+technologist&utm_source=twitter.com&utm_content=sr&utm_term=bisk+brand+bisk+careers+tweets
[2] https://twitter.com/i/web/status/875348523776172033
[2] https://www.business-gazeta.ru/article/347910?utm_referrer=https%3A%2F%2Fzen.yandex.com
[2] http://www.ecampusnews.com/featured/featured-on-ecampus-news/technology-digital-5-years/
[2] http://hispanicsinhighered.com/job-details/?id=1025678&title=Engineering%20Professor%2FSan%20Joaquin%20Delta%20Community%20College%20District&utm_source=dlvr.it&utm_medium=twitter
[2] http://paper.li/RialtoBoard/1409595742?edition_id=3be8f9a0-52e2-11e7-841c-0cc47a0d1609
[2] http://www.hepi.ac.uk/2017/06/15/leavers-labour-market-lessons-leo/?utm_content=bufferf2d1c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://hechingerreport.org/finally-agree-college-isnt-everyone/

Top URLs in Tweet in G3:
[13] http://postsecondary.gatesfoundation.org/areas-of-focus/incentives/financial-aid/complexity-of-current-financial-aid-process/
[6] http://tweetedtimes.com/v/2548
[4] http://postsecondary.gatesfoundation.org/transfer/
[3] http://toadegree.com/
[2] http://postsecondarynewsletter.org
[2] https://twitter.com/i/web/status/875429030001917952
[1] https://twitter.com/i/web/status/874678532047110144
[1] https://twitter.com/i/web/status/874295425448136704
[1] https://www.insidehighered.com/views/2017/06/16/why-college-students-are-anxious-about-employment-essay
[1] https://twitter.com/i/web/status/875723477939965952

Top URLs in Tweet in G4:
[10] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/uqBlTv
[10] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/SMihVW
[9] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/J8BfDB
[8] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/MrIi8x
[6] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/GOGDXa
[5] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/ZSYnd9
[5] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/JICmYL
[5] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/abUXf3
[5] http://www.cnbc.com/2017/04/21/these-college-majors-are-the-most-robot-resistant.html
[4] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/w0ydXw

Top URLs in Tweet in G5:
[8] https://www.insidehighered.com/views/2017/06/16/why-college-students-are-anxious-about-employment-essay?utm_content=bufferf94cb&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[7] https://www.insidehighered.com/digital-learning/article/2017/06/14/oer-advocate-maria-gallardo-williams-improves-outcomes-student?utm_term=0_1fcbc04421-bf3f7af4ec-199697549&mc_cid=bf3f7af4ec&mc_eid=2a3172c40b&utm_content=bufferaf318&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[7] http://communitrainer.weebly.com/
[6] https://www.insidehighered.com/news/2017/06/16/area-job-losses-can-keep-students-attending-college-research-finds?utm_term=0_1fcbc04421-89d9359eb2-199697549&mc_cid=89d9359eb2&mc_eid=2a3172c40b&utm_content=bufferd32d1&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[6] https://www.insidehighered.com/quicktakes/2017/06/14/academic-minute-inequality?utm_content=buffer0b58f&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[5] https://www.insidehighered.com/digital-learning/article/2017/06/14/lack-faculty-time-and-training-limits-digital-learning-more?utm_term=0_1fcbc04421-bf3f7af4ec-199697549&mc_cid=bf3f7af4ec&mc_eid=2a3172c40b&utm_content=buffer4cf90&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[5] https://www.insidehighered.com/blogs/confessions-community-college-dean/austerity-expensive?utm_content=buffer106f0&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[4] https://www.insidehighered.com/quicktakes/2017/06/16/trump-administration-keeps-daca-place?utm_content=buffercad95&utm_medium=social&utm_source=twitter&utm_campaign=IHEbuffer
[4] http://www.careerarc.com/job-listing/osu-oklahoma-city-jobs-human-resources-payroll-specialist-22713583?campaign_id=24963&cb=1497300185&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/osu-oklahoma-city-jobs-office-specialist-project-soar-22970805?campaign_id=24963&cb=1497300185&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC

Top URLs in Tweet in G6:
[45] http://dabittar.com/for-shareholders-merck
[1] http://dabittar.com/for-shareholders-mattel/

Top URLs in Tweet in G8:
[11] https://conditionallyaccepted.com/2015/07/09/attack/
[3] https://twitter.com/CheerwinePapi/status/876054389462630406
[2] https://twitter.com/write4research/status/621272835303079940
[2] https://muse.jhu.edu/book/18279
[2] https://twitter.com/ColleenFlahert1/status/876081582414671872
[2] http://www.chronicle.com/blognetwork/tenuredradical/2013/06/the-ins-and-coming-outs-of-being-gay-in-the-classroom/
[1] https://twitter.com/i/web/status/876511437698584576
[1] https://muse.jhu.edu/article/662318
[1] http://www.huffingtonpost.com/entry/more-on-white-men-of-academia-student-and-self-evaluation_us_593a8204e4b0b65670e56963?ncid=engmodushpmg00000004
[1] http://www.apa.org/monitor/2016/09/misuse-phd.aspx

Top URLs in Tweet in G9:
[8] http://www.universityworldnews.com/article.php?story=2017061514395028
[4] http://www.obhe.ac.uk/documents/search?region_id=&theme_id=&year=All
[4] https://www.studyinternational.com/news/uconn-school-law-ideal-backdrop-unleashing-full-potential/#XetAiPbLM85RtdII.97
[3] https://qz.com/1006867/the-i-dont-care-attitude-of-indian-universities-is-keeping-them-off-global-rankings/?utm_content=56106354&utm_medium=social&utm_source=twitter
[3] http://www.universityworldnews.com/article.php?story=20170606133740246
[3] http://www.universityworldnews.com/article.php?story=20170609113109633
[3] https://ejournals.bc.edu/ojs/index.php/ihe/article/view/9993/8677
[2] https://www.timeshighereducation.com/news/teaching-excellence-framework-results-be-published-22-june?__prclt=LMsBpkFv
[2] https://www.studyinternational.com/news/new-zealand-colleges-stand-lose-oppositions-plan-slash-student-visas/?utm_content=55961125&utm_medium=social&utm_source=twitter#fsG7xEuB2mRqSrcF.97
[2] https://www.timeshighereducation.com/world-university-rankings/world-reputation-rankings-2017-results-announced?utm_content=56026012&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G10:
[5] http://www.educationdive.com/news/college-scorecard-is-here-to-stay-what-does-that-mean-for-administrators/444978/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=articles_rm
[3] http://www.chronicle.com/article/Teaching-Humility-in-an-Age-of/240266?cid=wc&elqTrackId=7ec602f407df42d2a34ab23f3e074a47&elq=55de66772a514730ae26d45fd6be2dfd&elqaid=14315&elqat=1&elqCampaignId=6018&utm_content=buffere2b0d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://HigherEdJournals.com
[3] http://www.chronicle.com/article/Yelp-for-Colleges-An/240317?cid=wcontentgrid_6_1b&utm_source=hootsuite&utm_medium=twitter&utm_campaign=articles_rm
[3] https://www.ecampusnews.com/featured/featured-on-ecampus-news/us-universities-prestigious-world/?all&utm_source=hootsuite&utm_medium=twitter&utm_campaign=articles_rm
[2] http://radiohighered.com/2017/06/14/authors-series-jeffrey-selingo-there-is-life-after-college/?utm_content=buffer57d82&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://nirsa.net/nirsa/2017/06/06/equity-diversity-inclusion-resources-9/
[2] http://blog.gradguard.com/2017/06/07/2017-the-top-3-reasons-tuition-insurance-is-a-smart-decision/
[2] http://highered.gradguard.com/easy-street?utm_campaign=StarRez%202016&utm_content=54921686&utm_medium=social&utm_source=twitter
[2] http://highered.gradguard.com/easy-street?utm_campaign=StarRez%202016&utm_content=54921687&utm_medium=social&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[681] twitter.com
[439] paper.li
[325] edsurge.com
[212] insidehighered.com
[210] goo.gl
[179] com.es
[177] po.st
[150] careerarc.com
[134] bit.ly
[58] educationdive.com

Top Domains in Tweet in G1:
[286] edsurge.com
[177] com.es
[144] paper.li
[108] twitter.com
[38] insidehighered.com
[38] undergradeasier.com
[36] educationdive.com
[25] youtube.com
[23] mooc-list.com
[21] po.st

Top Domains in Tweet in G2:
[99] twitter.com
[22] paper.li
[14] insidehighered.com
[10] linkedin.com
[9] nytimes.com
[8] causeview.com
[7] chronicle.com
[6] co.uk
[6] edsurge.com
[6] hispanicsinhighered.com

Top Domains in Tweet in G3:
[17] gatesfoundation.org
[9] twitter.com
[6] tweetedtimes.com
[6] paper.li
[4] insidehighered.com
[3] toadegree.com
[2] postsecondarynewsletter.org
[2] eab.com
[1] businessinsider.com
[1] washingtonpost.com

Top Domains in Tweet in G4:
[143] po.st
[20] twitter.com
[13] ecampusnews.com
[13] paper.li
[8] voicestorm.com
[6] edsurge.com
[6] berkeley.edu
[6] ziftsolutions.com
[5] cnbc.com
[4] insidehighered.com

Top Domains in Tweet in G5:
[121] careerarc.com
[98] insidehighered.com
[35] twitter.com
[22] paper.li
[7] weebly.com
[5] huffingtonpost.com
[4] linkedin.com
[3] edtechmagazine.com
[3] flipboard.com
[3] facebook.com

Top Domains in Tweet in G6:
[46] dabittar.com

Top Domains in Tweet in G8:
[15] twitter.com
[11] conditionallyaccepted.com
[3] jhu.edu
[2] chronicle.com
[1] huffingtonpost.com
[1] apa.org
[1] osu.edu
[1] calfac.org

Top Domains in Tweet in G9:
[25] universityworldnews.com
[16] twitter.com
[14] timeshighereducation.com
[11] studyinternational.com
[6] ac.uk
[4] qz.com
[3] co.uk
[3] sueddeutsche.de
[3] bc.edu
[3] nytimes.com

Top Domains in Tweet in G10:
[19] chronicle.com
[8] twitter.com
[6] paper.li
[6] educationdive.com
[6] gradguard.com
[4] nytimes.com
[3] insidehighered.com
[3] higheredjournals.com
[3] campustechnology.com
[3] ecampusnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4432] highered
[893] edtech
[335] education
[304] elearning
[242] edchat
[161] highereducation
[152] academia
[130] job
[120] hiring
[113] bschool



Top Hashtags in Tweet in G1:
[1029] highered
[609] edtech
[285] elearning
[127] education
[58] k12
[49] edchat
[32] mooc
[30] innovation
[28] learning
[27] mlearning

Top Hashtags in Tweet in G2:
[316] highered
[25] highereducation
[17] education
[13] college
[9] edchat
[6] academia
[6] students
[5] sachat
[5] edtech
[5] stem

Top Hashtags in Tweet in G3:
[195] highered
[115] academia
[115] highereducation
[13] finaid
[11] comm_college
[4] education
[4] toadegree
[3] fathersday
[2] edequity
[2] atdcolleges

Top Hashtags in Tweet in G4:
[245] highered
[45] edtech
[18] iot
[17] it
[14] education
[11] analytics
[9] onlineclasses
[9] online
[9] cybersecurity
[9] technology

Top Hashtags in Tweet in G5:
[310] highered
[112] edchat
[99] job
[98] hiring
[81] education
[53] edtech
[51] santaclarita
[34] sachat
[30] oklahomacity
[23] osuokc

Top Hashtags in Tweet in G6:
[100] highered
[100] globaled
[100] bschool
[100] edtech
[100] digped
[100] aacsb
[100] mba

Top Hashtags in Tweet in G7:
[86] highered
[86] theresistance

Top Hashtags in Tweet in G8:
[101] highered
[31] acwri
[13] americangods
[11] sarahebond
[4] historyfail
[4] selfcare
[4] upennhearing
[3] scholarsunday
[3] academia
[2] lgbtq

Top Hashtags in Tweet in G9:
[92] highered
[14] india
[8] brazil
[7] us
[7] universities
[6] uk
[6] equis
[6] amba
[6] aacsb
[6] epas

Top Hashtags in Tweet in G10:
[77] highered
[11] edtech
[10] edchat
[4] acuhoi
[4] studenthousing
[4] naspa
[3] trumpeffect
[2] socialjustice
[2] business
[2] college

Top Words
Top Words in Tweet in Entire Graph:
[2495] Words in Sentiment List#1: Positive
[1079] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[73040] Non-categorized Words
[76614] Total Words
[4541] highered
[897] edtech
[674] education
[598] students
[461] latest

Top Words in Tweet in G1:
[1050] highered
[611] edtech
[304] education
[290] elearning
[219] higheredsurge
[172] learning
[149] students
[139] eraser
[118] latest
[114] online

Top Words in Tweet in G2:
[326] highered
[51] education
[40] students
[31] college
[25] highereducation
[25] higher
[20] latest
[18] student
[15] s
[15] university

Top Words in Tweet in G3:
[195] highered
[115] giggle
[115] academia
[115] highereducation
[114] karenvaites
[46] students
[40] more
[32] dan_greenstein
[27] ht
[19] help

Top Words in Tweet in G4:
[245] highered
[108] edtech_highered
[69] students
[45] edtech
[26] study
[24] education
[23] read
[22] technology
[22] institutions
[18] iot

Top Words in Tweet in G5:
[318] highered
[112] edchat
[105] job
[100] hiring
[95] education
[72] insidehighered
[53] edtech
[51] santaclarita
[51] ca
[50] latest

Top Words in Tweet in G6:
[110] mattel
[100] highered
[100] globaled
[100] bschool
[100] edtech
[100] digped
[100] aacsb
[100] mba
[98] donaldbittar
[55] gives

Top Words in Tweet in G7:
[86] see
[86] ve
[86] moved
[86] harvesting
[86] blood
[86] poor
[86] stage
[86] late
[86] capitalism
[86] highered

Top Words in Tweet in G8:
[101] highered
[59] academicpain
[44] paper
[31] right
[31] fit
[31] journal
[31] send
[31] acwri
[16] conference
[16] nyashajunior

Top Words in Tweet in G9:
[92] highered
[22] india
[18] uniworldnews
[17] new
[16] brazil
[15] timeshighered
[15] university
[14] rankings
[13] universities
[12] education

Top Words in Tweet in G10:
[77] highered
[20] chronicle
[13] s
[11] edtech
[11] college
[11] students
[10] education
[10] edchat
[9] new
[8] latest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[315] highered,edtech
[164] edtech,highered
[149] daily,thanks
[142] edchat,highered
[129] higher,education
[126] highereducation,highered
[123] education,highered
[117] giggle,academia
[117] academia,highereducation
[116] karenvaites,giggle

Top Word Pairs in Tweet in G1:
[250] highered,edtech
[123] edtech,highered
[85] highered,elearning
[75] edtech,elearning
[65] education,highered
[52] elearning,highered
[48] higher,education
[45] higher,ed
[44] daily,out
[38] k12,highered

Top Word Pairs in Tweet in G2:
[20] highered,highereducation
[18] higher,education
[13] education,highered
[10] highered,education
[7] higher,ed
[7] highered,help
[5] highereducation,highered
[5] daily,highered
[5] highered,college
[5] learning,highered

Top Word Pairs in Tweet in G3:
[115] giggle,academia
[115] academia,highereducation
[115] highereducation,highered
[114] karenvaites,giggle
[18] nearly,40
[17] 40,highered
[17] highered,students
[17] students,attend
[17] attend,more
[17] more,one

Top Word Pairs in Tweet in G4:
[24] highered,students
[16] edtech_highered,highered
[15] highered,institutions
[14] highered,read
[11] 2017,highered
[10] institutions,uniquely
[10] uniquely,positioned
[10] positioned,further
[10] further,study
[10] study,iot

Top Word Pairs in Tweet in G5:
[104] edchat,highered
[58] highered,education
[51] santaclarita,ca
[47] education,hiring
[30] oklahomacity,ok
[30] want,work
[27] college,canyons
[26] highered,edtech
[25] great,fit
[24] essay,highered

Top Word Pairs in Tweet in G6:
[100] highered,globaled
[100] globaled,bschool
[100] bschool,edtech
[100] edtech,digped
[100] digped,aacsb
[100] aacsb,mba
[55] mattel,gives
[55] gives,50m
[55] 50m,ucla
[55] ucla,mattel

Top Word Pairs in Tweet in G7:
[86] see,ve
[86] ve,moved
[86] moved,harvesting
[86] harvesting,blood
[86] blood,poor
[86] poor,stage
[86] stage,late
[86] late,capitalism
[86] capitalism,highered
[86] highered,theresistance

Top Word Pairs in Tweet in G8:
[31] paper,right
[31] right,fit
[31] fit,journal
[31] journal,send
[31] send,highered
[31] highered,acwri
[30] academicpain,paper
[13] presenting,conference
[13] conference,paper
[13] paper,receives

Top Word Pairs in Tweet in G9:
[16] brazil,india
[10] higher,education
[8] india,still
[8] still,long
[8] long,way
[8] way,go
[8] go,internationalisation
[8] internationalisation,highered
[8] highered,brazil
[7] timeshighered,highered

Top Word Pairs in Tweet in G10:
[9] chronicle,highered
[5] edchat,highered
[5] highered,edtech
[5] new,institution
[5] institution,charge
[5] charge,tuition
[5] tuition,until
[5] until,students
[5] students,high
[5] high,paying

Top Replied-To
Top Replied-To in Entire Graph:
@kbichighered
@anna_mcewan
@nairyasmin
@highered_ed
@insidehighered
@andrewcareaga
@amyjoaq
@jeffbezos
@edsurge
@researchwhisper

Top Replied-To in G1:
@highered_ed
@facebook
@jeffbezos
@edsurge
@willmorgan66
@claremccann

Top Replied-To in G2:
@kbichighered

Top Replied-To in G4:
@umich
@georgetowncew
@ucdavis

Top Replied-To in G5:
@insidehighered

Top Replied-To in G8:
@anna_mcewan

Top Replied-To in G9:
@hepi_news

Top Mentioned
Top Mentioned in Entire Graph:
@higheredsurge
@edtech_highered
@eraser
@karenvaites
@insidehighered
@donaldbittar
@educatorsresist
@academicpain
@khanacademy
@googleforedu

Top Mentioned in G1:
@higheredsurge
@eraser
@edtech_highered
@iotaedusolution
@edsurge
@leighahall
@educationdive
@insidehighered
@getting_smart
@d2l

Top Mentioned in G2:
@ed4credit
@wjmjredu
@halmbaprof
@femcave
@ivyleagueessay
@fsapete

Top Mentioned in G3:
@karenvaites
@dan_greenstein
@gatesed
@bruceatcca
@occrl
@soonersfootball
@achievethedream
@collegeopp
@gatesfoundation
@cmadan

Top Mentioned in G4:
@edtech_highered
@ecampusnews
@brownedwardsedu
@higheredsurge
@caseadvance
@umich
@ivytechcc
@insidehighered
@edsurge
@drduly

Top Mentioned in G5:
@insidehighered
@edtech_highered
@thejkcf
@mhhighered
@joellenshendy
@deba
@huffpost
@jisc
@jobsatosuokc
@pratikgandhi

Top Mentioned in G6:
@donaldbittar

Top Mentioned in G7:
@educatorsresist

Top Mentioned in G8:
@academicpain
@nyashajunior
@conditionaccept
@farhana_h2o
@ncfdd
@grollman

Top Mentioned in G9:
@uniworldnews
@timeshighered
@study_intnl
@skema_bs
@theobhe
@dreducationblog
@qz
@rachaelmerola
@jonmarcusboston
@uconnlaw

Top Mentioned in G10:
@chronicle
@nytimes
@educationdive
@jselingo
@gradguard
@fmargret
@mjcraw
@ecampusnews
@timeshighered
@insidehighered

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@alt_bit_coins
@jamesroy
@atsocialmediauk
@celebrainltd
@piyuanker12
@roomeezon
@independent
@eraser
@huffpost

Top Tweeters in G1:
@jamesroy
@eraser
@farhankvirk
@infographicsits
@alizardx
@juandoming
@itknowingness
@ilovemypebble
@bostonglobe
@luistrincado

Top Tweeters in G2:
@alt_bit_coins
@thenext_step123
@painter87048
@heutefeminismus
@jodiokun
@susannadw
@robertshroud
@tomvarghesejr
@ighmarketing
@sabbah

Top Tweeters in G3:
@fuckingphysics
@sai
@kwesi_win
@s_palm
@neilmartis17
@_williampowell
@mrhunsaker
@ralphholz
@luhugerth
@cmadan

Top Tweeters in G4:
@alevergara78
@bot_innovation
@_nomoreexcuses
@3d_genuity
@livemint
@labunix
@clickmediauk
@hackerslist
@npr
@insidestat

Top Tweeters in G5:
@celebrainltd
@huffpost
@edgametec
@hjcbizsolutions
@xbox
@durff
@daroldcuba
@macberry
@drreznicek
@cbarrows

Top Tweeters in G6:
@donaldbittar
@angelep95
@stephaineyn27
@uhhwlll
@mattlngsworth
@phototweaklng
@jonatlcdreamer
@zachkanlecki
@muzlkisreligion
@ev4nmarksmd

Top Tweeters in G7:
@emersonfan1
@speculumfight
@jenn976
@feysperson
@miamipapers
@yaramedina14
@jenrjones
@marcymassura
@tlsmith1963
@mylaundrystinks

Top Tweeters in G8:
@cheerwinepapi
@yutnaz
@qui_oui
@pash22
@profragsdale
@beeeender
@drdaveobrien
@nyashajunior
@diolchgar
@rsbehbehani

Top Tweeters in G9:
@malaysiandigest
@wsj
@sz
@scmp_news
@qz
@benoit_anger
@timeshighered
@amizere
@globalhe
@silicongb

Top Tweeters in G10:
@nytimes
@notanna1
@chasityscooper
@oscharles
@nro
@mjcraw
@uq_news
@chronicle
@lawrencegmiller
@loreshank