highered, Twitter, 1/7/2019 11:09:10 PM, 181091


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highered_2019-01-07_14-42-55.xlsx
highered_2019-01-07_14-42-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 07, 2019
Short Description:
highered via NodeXL http://bit.ly/2CUJXhv
@eraser
@higheredsurge
@chronicle
@openuniversity
@insidehighered
@cmdatascoop
@odem_io
@hope4college
@edubot_he
@markj_ohnson

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

Description:
Description
The graph represents a network of 4,108 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, 07 January 2019 at 22:44 UTC.

The requested start date was Monday, 07 January 2019 at 01:01 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 5-day, 1-hour, 3-minute period from Tuesday, 01 January 2019 at 23:57 UTC to Monday, 07 January 2019 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 : 4108
Unique Edges : 4770
Edges With Duplicates : 2105
Total Edges : 6875
Number of Edge Types : 3
Mentions : 4875
Tweet : 1883
Replies to : 117
Self-Loops : 1883
Reciprocated Vertex Pair Ratio : 0.0365767878077374
Reciprocated Edge Ratio : 0.0705722687174847
Connected Components : 854
Single-Vertex Connected Components : 403
Maximum Vertices in a Connected Component : 1914
Maximum Edges in a Connected Component : 3939
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.85257
Graph Density : 0.000262038664365041
Modularity : 0.650899
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] http://ow.ly/1HCY30ncjfz
[22] http://e-learning-teleformacion.blogspot.com/2019/01/aprendizaje-y-medios-digitales-formas.html
[20] https://www.wsj.com/articles/new-front-in-college-admissions-nudging-students-to-decide-early-11546449608
[19] https://www.wsj.com/articles/now-hiring-with-attractive-new-perk-free-college-degree-11546458513
[17] http://e-learning-teleformacion.blogspot.com/2018/12/vol-14-no-12-2018-international-journal.html
[15] https://www.nytimes.com/2018/12/26/business/cosmetology-school-debt-iowa.html
[15] https://twitter.com/frntofficesport/status/1080326375221936133
[14] http://e-learning-teleformacion.blogspot.com/2018/12/researching-data-privacy-in-elearning.html
[14] to
[14] http://e-learning-teleformacion.blogspot.com/2018/12/can-e-learning-replace-classroom.html

Top URLs in Tweet in G1:
[5] https://www.campuscompare.com/discover
[4] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[4] -
[4] book1.htm#.ULzcFmf77qw
[2] https://www.edsurge.com/news/2017-06-12-ever-feel-just-average-think-again-says-todd-rose
[2] https://www.insidehighered.com/blogs/technology-and-learning/books-reviewed-2018
[2] https://www.insidehighered.com/sites/default/server_files/media/White
[2] Paper
[2] on
[2] Rethinking

Top URLs in Tweet in G2:
[22] http://e-learning-teleformacion.blogspot.com/2019/01/aprendizaje-y-medios-digitales-formas.html
[17] http://e-learning-teleformacion.blogspot.com/2018/12/vol-14-no-12-2018-international-journal.html
[14] http://e-learning-teleformacion.blogspot.com/2018/12/researching-data-privacy-in-elearning.html
[14] to
[13] http://e-learning-teleformacion.blogspot.com/2018/12/can-e-learning-replace-classroom.html
[12] https://medium.com/@eraser/beyond-bitcoin-enabling-smart-government-using-blockchain-technology-e43e02d406cb
[10] http://e-learning-teleformacion.blogspot.com/2018/12/microlearning-infographic-2019.html
[10] Ways
[10] Use
[7] http://ep.yimg.com/ca/I/yhst-4583094902012_2195_95964307?utm_content=bufferfe195&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[4] https://www.chronicle.com/interactives/advice-firstday
[4] http://ubtechconference.com/index.html
[4] http://ubtechconference.com/
[2] https://www.chronicle.com/article/One-Way-to-Set-Up-Liberal-Arts/245252?cid=wcontentlist
[2] https://twitter.com/ajkleinhex/status/1080814149893005313
[2] https://www.wsj.com/articles/stop-calling-it-vocational-training-11546298568
[2] https://www.chronicle.com/article/How-Kevin-Kruse-Became/245321/#.XBgyNxcXFtZ.twitter
[2] https://www.universitybusiness.com/prnews/queries
[2] https://www.wsj.com/articles/welcome-to-college-now-take-a-year-off-11545742801
[2] https://www.wsj.com/articles/now-hiring-with-attractive-new-perk-free-college-degree-11546458513

Top URLs in Tweet in G4:
[7] https://www.educationnext.org/online-learning-goes-hollywood-using-video-storytelling-motivate-learning/
[5] https://www.edsurge.com/news/2018-12-18-in-2019-let-s-bring-the-community-back-to-college
[4] https://www.edsurge.com/news/2018-12-28-edsurge-highered-year-in-review-our-top-higher-education-stories-of-2018?utm_content=buffer2c9fb&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] https://www.edsurge.com/news/2018-02-22-michelle-weise-we-need-to-design-the-learning-ecosystem-of-the-future?utm_content=buffer62813&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2018-08-31-report-colleges-need-to-better-inform-students-of-tradeoffs-between-working-and-learning?utm_content=bufferb2a76&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[3] https://www.edsurge.com/news/2017-08-22-chicken-soup-for-the-liberal-arts-soul?utm_content=buffer678da&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2017-06-12-ever-feel-just-average-think-again-says-todd-rose?utm_content=buffer58d85&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2016-04-20-the-tough-love-advice-edtech-needs-to-hear?utm_content=bufferc64cb&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2018-12-11-these-education-books-sparked-conversation-in-2018-and-give-us-a-glimpse-at-what-s-ahead?utm_content=buffer1d2a9&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[2] https://www.edsurge.com/news/2018-12-19-online-higher-education-in-india-comes-full-circle?utm_content=buffer051a6&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer

Top URLs in Tweet in G5:
[3] https://qz.com/1514408/400-free-ivy-league-university-courses-you-can-take-online-in-2019/
[3] https://www.igi-global.com/publish/call-for-papers/call-details/3548
[2] https://twitter.com/traceym67968123/status/1080399843208687616
[2] https://modelelearning.com/2019/01/01/three-elearning-and-higher-education-trends-for-2019
[2] http://www.siue.edu/its/news/2018/12/podcasts.shtml
[1] https://universitybusiness.co.uk/Blog/50-years-on-the-open-university-is-more-relevant-than-ever/?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn&utm_content=%23OU50
[1] http://www.open.ac.uk/blogs/innovating/
[1] https://theresearchcompanion.com/centreyou/
[1] https://www.fenews.co.uk/press-releases/23991-in-its-50th-year-openuniversity-launches-first-paid-postgrad-course-on-futurelearn
[1] https://www.timeshighereducation.com/news/major-drive-create-data-science-tools-historians-launched

Top URLs in Tweet in G6:
[3] https://www.technologyreview.com/the-download/612293/mit-has-just-announced-a-1-billion-plan-to-create-a-new-college-for-ai/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=add_this&utm_content=2019-01-03
[2] https://robertkelchen.com/2018/12/17/the-2018-higher-education-top-ten-list/
[2] https://twitter.com/DrPollard_MC/status/1078369089041678336
[1] https://twitter.com/JonHaidt/status/1080502883479629824
[1] https://twitter.com/1stchoicecare1/status/1081520851399462912
[1] https://twitter.com/saragoldrickrab/status/1081192249948545024
[1] https://twitter.com/tim_fargo/status/1080748164402024448
[1] https://twitter.com/pacommunitycoll/status/1080820783528710145
[1] http://hwcdn.libsyn.com/p/d/8/7/d87b2f023fa3ea23/episode_208.mp3?c_id=30611687&cs_id=30611687&destination_id=461085&expiration=1546618154&hwt=af6f1e389f5b866ef7e18fcfeba4277c
[1] https://traffic.libsyn.com/bounce?url=http%3A%2F%2Fhwcdn.libsyn.com%2Fp%2Fd%2F8%2F7%2Fd87b2f023fa3ea23%2Fepisode_208.mp3%3Fc_id%3D30611687%26cs_id%3D30611687%26destination_id%3D461085%26expiration%3D1546533656%26hwt%3Db35c30428797e187ea674a0ede1d17bb

Top URLs in Tweet in G7:
[10] https://diverseeducation.com/article/134701/#.XC5DTkWjRzA.twitter
[6] https://diverseeducation.com/article/134964/#.XCzSAqMmOaE.twitter
[4] https://diverseeducation.com/article/135081/#.XC5EGDax14s.twitter
[2] http://www.magnetmail.net/actions/email_web_version.cfm?message_id=16438369&user_id=AASCU
[2] http://edtrust.org/EdWatch
[2] https://edtrust.org/the-state-of-higher-education-equity/
[1] https://diverseeducation.com/article/134986/#.XCzN2Dmsa4A.twitter
[1] https://diverseeducation.com/article/135085/#.XC5CmHp1hJw.twitter
[1] https://diverseeducation.com/article/135285/#.XC-DsRhnS-0.twitter
[1] https://diverseeducation.com/article/134999/#.XCzMPyy0sXI.twitter

Top URLs in Tweet in G8:
[8] https://twitter.com/karinfischer/status/1080867012778221568
[3] https://www.insidehighered.com/news/2019/01/02/2019-and-out-list#.XCzgU1F8Wuo.twitter
[3] https://iblnews.org/2019/01/01/edx-will-invest-another-1-8m-in-fostering-digital-bachelors-degrees/
[2] http://leadwithpassionhighered.com/
[2] https://twitter.com/histoftech/status/1080628041041281029
[2] http://www.mdrc.org/4H5
[2] http://www.kcbd.com/2019/01/04/higher-education-board-focus-poor-students-during-next-legislative-session/
[2] https://news.elearninginside.com/gmc-report-india-next-500-million-mobile-learning/
[2] https://www.insidehighered.com/advice/2018/10/03/administrators-should-prepare-philosophy-education-statement-when-they-apply-jobs
[2] https://twitter.com/jmvanwyck/status/1079944844120870913

Top URLs in Tweet in G9:
[2] https://evolllution.com/programming/teaching-and-learning/stop-talking-and-start-doing-how-to-deliver-21st-century-student-engagement-and-education-2/
[1] https://nces.ed.gov/programs/coe/indicator_ssa.asp
[1] http://www.espn.com/video/clip?id=25664013
[1] https://www.chicagobusiness.com/opinion/innovative-and-milton-friedman-approved-way-combat-college-debt-crisis
[1] https://www.washingtonpost.com/education/2019/01/03/four-common-lies-about-higher-education/?utm_term=.ebca24590c42
[1] https://www.washingtonpost.com/education/2018/11/16/us-colleges-playing-great-expectations-game-comes-cost/?utm_campaign=Twitter%20General%20Posts&utm_content=81493626&utm_medium=social&utm_source=twitter&hss_channel=tw-172502750
[1] https://www.wgu.edu/newsroom/press-release/2019/01/wgu-graduate-rashaan-green-named-caels-adult-learner-of-the-year.html
[1] https://twitter.com/NSiegel_DC/status/1080862120005251072
[1] https://hubs.ly/H0fCLMx0
[1] https://evolllution.com/revenue-streams/distance_online_learning/evolving-state-authorization-of-online-programs-a-call-to-action/?utm_campaign=EvoLLLution%20Social&utm_content=79383799&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G10:
[6] http://highered.social/kyle-johnson/
[3] https://edtechmagazine.com/higher/article/2019/01/privacy-emerges-top-concern-higher-education-it
[2] https://www.scoop.it/t/edumorfosis/p/4104464387/2019/01/06/3-strategies-of-the-most-innovative-universities?utm_medium=social&utm_source=twitter
[2] https://www.scoop.it/t/edumorfosis/p/4104408409/2019/01/03/3-strategies-of-the-most-innovative-universities?utm_medium=social&utm_source=twitter
[2] https://www.scoop.it/t/edumorfosis/p/4104398881/2019/01/03/how-universities-can-create-their-own-active-learning-classrooms?utm_medium=social&utm_source=twitter
[2] https://www.scoop.it/t/edumorfosis/p/4104408462/2019/01/03/communities-of-practice-a-professional-development-theory-for-the-digital-age?utm_medium=social&utm_source=twitter
[2] https://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waizKdvQ4gCV8Lcp0/q0PaAM
[2] https://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waizKdvQ4gCV8Lcp0/sdTucr
[2] Higher
[2] Ed

Top Domains
Top Domains in Tweet in Entire Graph:
[355] twitter.com
[170] blogspot.com
[163] edsurge.com
[101] insidehighered.com
[66] careerarc.com
[54] undergradeasier.com
[49] theguardian.com
[47] wsj.com
[43] bit.ly
[39] medium.com

Top Domains in Tweet in G1:
[85] twitter.com
[37] theguardian.com
[34] insidehighered.com
[31] careerarc.com
[19] lnkd.in
[16] lgbtinhighered.com
[8] cursivecontent.com
[8] studyinternational.com
[8] idatainc.com
[6] npr.org

Top Domains in Tweet in G2:
[163] blogspot.com
[46] edsurge.com
[31] medium.com
[23] ecampusnews.com
[23] twitter.com
[23] careerarc.com
[21] mheducation.com
[14] t.co
[11] linkedin.com
[11] echo360.com

Top Domains in Tweet in G3:
[13] twitter.com
[11] chronicle.com
[8] ubtechconference.com
[7] wsj.com
[6] insidehighered.com
[3] universitybusiness.com
[2] usnews.com
[1] vmware.com
[1] derekbruff.org
[1] cirtl.net

Top Domains in Tweet in G4:
[98] edsurge.com
[24] bit.ly
[9] educationnext.org
[3] edsurgeindependent.com
[2] twitter.com
[2] insidehighered.com
[1] nonprofitquarterly.org
[1] chronicle.com
[1] wbur.org
[1] ecampusnews.com

Top Domains in Tweet in G5:
[9] twitter.com
[5] edutopia.org
[4] ac.uk
[4] igi-global.com
[3] qz.com
[3] timeshighereducation.com
[2] co.uk
[2] facebook.com
[2] modelelearning.com
[2] siue.edu

Top Domains in Tweet in G6:
[15] twitter.com
[3] libsyn.com
[3] npr.org
[3] technologyreview.com
[2] robertkelchen.com
[2] naspa.org
[1] rpi.edu
[1] nonprofitquarterly.org
[1] marketwatch.com
[1] linkedin.com

Top Domains in Tweet in G7:
[27] diverseeducation.com
[5] insidehighered.com
[4] edtrust.org
[2] youtube.com
[2] magnetmail.net
[1] chronicle.com
[1] ccdaily.com
[1] thoughtco.com
[1] ed.gov
[1] act.org

Top Domains in Tweet in G8:
[20] twitter.com
[13] insidehighered.com
[3] washingtonpost.com
[3] iblnews.org
[3] moodys.com
[2] leadwithpassionhighered.com
[2] mdrc.org
[2] kcbd.com
[2] elearninginside.com
[2] educause.edu

Top Domains in Tweet in G9:
[6] twitter.com
[4] washingtonpost.com
[4] evolllution.com
[2] ed.gov
[2] nacacnet.org
[2] trelliscompany.org
[2] nscresearchcenter.org
[1] espn.com
[1] chicagobusiness.com
[1] wgu.edu

Top Domains in Tweet in G10:
[15] edtechmagazine.com
[13] po.st
[8] scoop.it
[7] highered.social
[3] katieroseguestpryal.com
[3] tech.mg
[3] twitter.com
[2] educationdive.com
[2] insidehighered.com
[2] dailyprogress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3369] highered
[450] edtech
[339] education
[203] edchat
[191] highereducation
[181] college
[166] elearning
[122] university
[91] tech
[90] teaching



Top Hashtags in Tweet in G1:
[540] highered
[31] highereducation
[29] education
[26] college
[25] onlinelearning
[23] academia
[16] edchat
[16] edtech
[16] digitallearning
[14] lacounty

Top Hashtags in Tweet in G2:
[517] highered
[258] edtech
[175] education
[129] elearning
[127] edchat
[80] university
[76] tech
[74] highereducation
[67] mlearning
[60] blockchain

Top Hashtags in Tweet in G3:
[74] highered
[9] it
[9] av
[8] teaching
[8] ai
[8] tech
[5] ubtech
[4] learning
[4] edtech
[4] college

Top Hashtags in Tweet in G4:
[159] highered
[54] edtech
[15] education
[7] onlineed
[6] studentsuccess
[6] edchat
[6] genz
[5] moocs
[5] engineeringunleashed
[5] sketchnotes

Top Hashtags in Tweet in G5:
[73] highered
[46] satchat
[41] edleaders
[39] literacy
[36] educhat
[34] leadership
[34] phdchat
[32] phd
[28] academictwitter
[25] phdadvice

Top Hashtags in Tweet in G6:
[70] highered
[15] sachat
[14] realcollege
[8] rensselaer
[5] emchat
[4] phdchat
[3] emotion
[3] stem
[3] troyny
[3] college

Top Hashtags in Tweet in G7:
[65] highered
[11] diversity
[6] hbcus
[6] pvamu
[5] workforce
[4] apprenticeships
[4] education
[3] college
[3] latino
[3] p12

Top Hashtags in Tweet in G8:
[86] highered
[11] highereducation
[8] academia
[4] mla19
[4] edtech
[4] elearning
[4] philly
[4] campusphilly
[3] asapohio
[2] ohio

Top Hashtags in Tweet in G9:
[68] highered
[12] undergrads
[7] education
[5] education2employment
[4] studentsuccess
[3] pathways
[2] completionwithapurpose
[2] wgugrad
[2] adultlearner
[2] pathway

Top Hashtags in Tweet in G10:
[82] highered
[10] edtech
[9] it
[8] cybersecurity
[7] dataprivacy
[5] colleges
[5] infographic
[4] rt
[3] research
[3] comm_college

Top Words
Top Words in Tweet in Entire Graph:
[4181] Words in Sentiment List#1: Positive
[1327] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[108487] Non-categorized Words
[113995] Total Words
[3418] highered
[751] education
[686] students
[601] new
[566] college

Top Words in Tweet in G1:
[563] highered
[91] college
[70] education
[70] students
[52] new
[48] more
[45] student
[44] university
[40] 2019
[35] learning

Top Words in Tweet in G2:
[522] highered
[307] education
[265] edtech
[184] learning
[150] elearning
[142] eraser
[127] edchat
[111] blockchain
[99] university
[96] technology

Top Words in Tweet in G3:
[122] new
[119] chronicle
[118] first
[116] great
[112] day
[110] guide
[105] teaching
[104] langoncourse
[99] class
[93] examples

Top Words in Tweet in G4:
[159] highered
[112] higheredsurge
[68] s
[56] students
[54] edtech
[52] online
[46] education
[41] learning
[30] itsdrmordecai
[29] here

Top Words in Tweet in G5:
[73] highered
[60] openuniversity
[46] satchat
[41] edleaders
[39] learning
[39] literacy
[38] ou
[37] world
[36] educhat
[35] years

Top Words in Tweet in G6:
[70] highered
[23] students
[22] s
[16] out
[15] realcollege
[15] sachat
[14] student
[13] day
[13] college
[12] check

Top Words in Tweet in G7:
[65] highered
[32] students
[26] diversity
[24] diverseissues
[20] 1
[20] white
[19] student
[17] more
[16] college
[16] aascu

Top Words in Tweet in G8:
[86] highered
[30] insidehighered
[24] 1
[22] jselingo
[21] start
[19] victims
[19] 2019
[17] b_hawk
[17] s
[17] 2018

Top Words in Tweet in G9:
[68] highered
[47] students
[31] more
[24] time
[20] college
[17] read
[17] out
[16] ed
[15] here
[15] education

Top Words in Tweet in G10:
[83] highered
[42] edtech_highered
[18] top
[16] new
[15] higher
[15] education
[15] more
[15] collaboration
[15] partnerships
[13] r

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[167] higher,education
[133] highered,edtech
[129] first,day
[115] highered,highereducation
[111] edtech,highered
[109] guide,chronicle
[105] check,out
[99] education,highered
[95] chronicle,teaching
[95] day,class

Top Word Pairs in Tweet in G1:
[18] check,out
[15] higher,education
[15] onlinelearning,inside
[15] inside,highered
[15] highered,digitallearning
[14] lacounty,highered
[13] new,year
[12] highered,highereducation
[10] higher,ed
[10] highereducation,highered

Top Word Pairs in Tweet in G2:
[65] elearning,mlearning
[64] edtech,highered
[60] highered,highereducation
[55] highered,edtech
[50] higher,education
[47] education,highered
[42] edchat,highered
[36] aprendizaje,medios
[36] medios,digitales
[36] digitales,formas

Top Word Pairs in Tweet in G3:
[112] first,day
[108] guide,chronicle
[94] chronicle,teaching
[93] day,class
[92] new,guide
[92] teaching,excellent
[92] excellent,first
[92] class,cites
[92] cites,examples
[92] examples,great

Top Word Pairs in Tweet in G4:
[21] highered,edtech
[20] someone,shared
[20] shared,photo
[20] photo,wanted
[20] wanted,share
[20] share,pays
[20] pays,graduate
[20] graduate,s
[20] s,promote
[20] promote,career

Top Word Pairs in Tweet in G5:
[34] 50,years
[34] years,landscape
[34] landscape,world
[34] world,away
[34] away,ou
[34] ou,started
[34] started,founding
[34] founding,principles
[34] principles,continue
[34] continue,drive

Top Word Pairs in Tweet in G6:
[12] check,out
[9] first,day
[8] day,rensselaer
[8] rensselaer,polytechnic
[8] polytechnic,institute
[8] institute,ll
[8] ll,serve
[8] serve,vp
[8] vp,student
[8] student,life

Top Word Pairs in Tweet in G7:
[12] congratulate,nancy
[12] nancy,pelosi
[12] pelosi,being
[12] being,elected
[12] elected,speaker
[12] speaker,house
[12] house,aascu
[12] aascu,look
[12] look,forward
[12] forward,working

Top Word Pairs in Tweet in G8:
[11] 1,close
[11] close,books
[11] books,2018
[11] 2018,here
[11] here,highered
[11] highered,trends
[11] trends,ll
[11] ll,following
[11] following,2019
[11] 2019,first

Top Word Pairs in Tweet in G9:
[24] time,students
[14] read,more
[13] rise,highered
[12] undergrads,2015
[12] 2015,43
[12] 43,full
[12] full,time
[12] students,78
[12] 78,part
[12] part,time

Top Word Pairs in Tweet in G10:
[13] r,d
[12] higher,education
[10] invest,r
[10] creativity,collaboration
[7] highered,institutions
[7] collaboration,spaces
[6] next,highered
[6] highered,book
[6] book,finally
[6] finally,coming

Top Replied-To
Top Replied-To in Entire Graph:
@saragoldrickrab
@loganmbooker
@getkahoot
@amylynchbiniek
@jeanalexis_jas
@etscorporate
@gartner_inc
@michiganstateu
@llmunro
@dave_becker_

Top Replied-To in G2:
@futurelearn
@philonedtech
@hensoncraig
@iubloomington
@examity

Top Replied-To in G3:
@asheoffice

Top Replied-To in G4:
@wicheedu

Top Replied-To in G6:
@saragoldrickrab
@loganmbooker
@drlundon
@maryrosenkrans
@drjwlowery
@alexandermoylan
@pacommunitycoll
@dave_becker_
@llmunro
@sethwemerson

Top Replied-To in G9:
@nsiegel_dc
@stradaeducation

Top Replied-To in G10:
@jackievetrano
@obrienjo1
@educause

Top Mentioned
Top Mentioned in Entire Graph:
@higheredsurge
@eraser
@chronicle
@langoncourse
@openuniversity
@odem_io
@presimmalliance
@advancehe
@edtech_highered
@insidehighered

Top Mentioned in G1:
@chiseled_scott
@emilycretella
@naeloffice
@sdhumanities
@nyashajunior
@sofialemons
@contingentprof
@ericstoller

Top Mentioned in G2:
@eraser
@odem_io
@higheredsurge
@vladobotsvadze
@edsurge
@ecampusnews
@echo360
@thilinara
@patricehoudayer
@mhhighered

Top Mentioned in G3:
@chronicle
@langoncourse
@nationallouisu
@insidehighered
@wsj
@derekbruff
@cirtlnetwork
@landryst
@cjdenial
@sarosecav

Top Mentioned in G4:
@higheredsurge
@itsdrmordecai
@educationnext
@michaelbhorn
@wicheedu
@penn_state
@keenunleashed
@profvigeant
@aplu_news
@edxonline

Top Mentioned in G5:
@openuniversity
@dmvelliaris
@futurelearn
@steve_p_uk
@teachwriteedu
@dhawalhshah
@matthewjwatkins
@qz
@oubschool
@teachbetterteam

Top Mentioned in G6:
@tonydangelo
@hope4college
@saragoldrickrab
@rpi
@rpipeterk
@rpialumni
@highered_rob
@rkelchen
@templeuniv
@sarosecav

Top Mentioned in G7:
@diverseissues
@aascu
@edtrust
@presmillieg
@csustudents
@d
@c_robshorette
@profthornhill
@contextsmag
@drlamontjones

Top Mentioned in G8:
@insidehighered
@jselingo
@b_hawk
@dreducationblog
@mdrc_news
@colleenflahert1
@rayschroeder
@campusphilly
@patricia_maben
@briangawor

Top Mentioned in G9:
@ecmcfoundation
@ednces
@nsclearinghouse
@aceducation
@stradaeducation
@rwmichelle
@betsydevosed
@upcea

Top Mentioned in G10:
@edtech_highered
@nsf
@jackievetrano
@krgpryal
@kelly_j_baker
@edumorfosis
@hespodcast
@educause
@fbi
@kyleejohnson

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sectest9
@nosqldigest
@thenext_step123
@tim_fargo
@edgametec
@lynch39083
@ottlegalrebels
@gamergeeknews
@eraser

Top Tweeters in G1:
@thenext_step123
@letsroc137
@satisphactionio
@dropoutnation
@cc_chapman
@nyashajunior
@remixtures
@gwoodi
@hallymk1
@tonnet

Top Tweeters in G2:
@nosqldigest
@edgametec
@eraser
@chidambara09
@juandoming
@nicochan33
@infopronetwork
@yamatho2
@sanrau
@jhergony

Top Tweeters in G3:
@planetscape
@wsj
@harriekd
@adr
@pinartremblay
@jacobsberg
@profkrg
@anneleonardpta
@margymaclibrary
@inthepastlane

Top Tweeters in G4:
@nancyrubin
@politicallylib
@ernieschell
@riyadhalrifai
@fourcornersrock
@spkmind2
@markedeschaine
@aiaddysonzhang
@jojojubee
@edchateu

Top Tweeters in G5:
@valaafshar
@fiona_fionnagal
@qz
@academicchatter
@vice
@davidbartonmus
@patrickandrews
@teacher2teacher
@drpetra
@aldo_zaffalon

Top Tweeters in G6:
@tim_fargo
@npr
@saragoldrickrab
@pkanagaratnam
@mcall
@angieptaylor
@grubhub
@dynarski
@gwpeterk
@emv52

Top Tweeters in G7:
@shaktilila
@algierslady
@evanfmoore
@drjlmooreiii
@demekasimmons
@otherhoffman
@hiphopprez
@fafsa
@blairprincipal
@vesiawils

Top Tweeters in G8:
@meetasengupta
@east_of_hell
@commish24
@jonathanhsy
@brodybroshears
@kcbd11
@kateszumanski
@themedievaldrk
@msrobin1502
@histoftech

Top Tweeters in G9:
@washingtonpost
@forbes
@foxsports
@crainschicago
@dallascowboys
@fca_hq
@nacac
@klinecj
@michaelsorrell
@jesuitcolleges

Top Tweeters in G10:
@ottlegalrebels
@raulpacheco
@readywriting
@surface
@fromphdtolife
@bonstewart
@edumorfosis
@dailyprogress
@kelly_j_baker
@gagnelegal


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