highered, Twitter, 11/19/2019 3:48:56 AM, 216706


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highered_2019-11-18_19-20-06.xlsx
highered_2019-11-18_19-20-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2019
Short Description:
highered via NodeXL http://bit.ly/2r6uDuK
@uniworldnews
@higheredsurge
@eraser
@cmdatascoop
@io_higherlearn
@collegeaccess
@chronicle
@coteducation
@the_acu
@insidehighered

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

Description:
Description
The graph represents a network of 4,594 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, 19 November 2019 at 03:21 UTC.

The requested start date was Tuesday, 19 November 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 3-day, 20-hour, 16-minute period from Thursday, 14 November 2019 at 18:34 UTC to Monday, 18 November 2019 at 14:50 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 : 4594
Unique Edges : 5846
Edges With Duplicates : 2092
Total Edges : 7938
Number of Edge Types : 3
Mentions : 6288
Tweet : 1473
Replies to : 177
Self-Loops : 1473
Reciprocated Vertex Pair Ratio : 0.052014652014652
Reciprocated Edge Ratio : 0.0988857938718663
Connected Components : 753
Single-Vertex Connected Components : 321
Maximum Vertices in a Connected Component : 2067
Maximum Edges in a Connected Component : 4659
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.650707
Graph Density : 0.000272224365957509
Modularity : 0.702601
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,594 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, 19 November 2019 at 03:21 UTC.

The requested start date was Tuesday, 19 November 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 3-day, 20-hour, 16-minute period from Thursday, 14 November 2019 at 18:34 UTC to Monday, 18 November 2019 at 14:50 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://twitter.com/GlobalHigherEd/status/1196079998521761797
[13] https://www.powerfulteaching.org/resources
[12] https://www.cnbc.com/2019/11/12/the-5-college-majors-american-students-most-regret-picking.html
[12] http://pulse.ncpolicywatch.org/2019/11/14/fetzer-and-ecu-controversy-deepens-as-unc-board-of-governors-meet/
[11] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[10] https://e-learning-teleformacion.blogspot.com/2019/10/e-book-19-plataformas-e-learning.html
[10] https://e-learning-teleformacion.blogspot.com/2019/11/the-9th-global-education-conference.html
[9] https://www.smh.com.au/business/workplace/divide-and-conquer-how-thriving-melbourne-uni-short-changed-its-staff-20191105-p537mi.html
[8] https://www.edsurge.com/news/2018-09-26-what-can-machine-learning-really-predict-in-education?utm_content=bufferea994&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[7] https://medium.com/@eraser/blockchain-for-education-a-study-on-digital-accreditation-of-personal-and-academic-learning-278fce697b6e?source=friends_link&sk=a2e8bb89edbddeffcf8ce4f8a7c65c79

Top URLs in Tweet in G1:
[11] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[10] https://e-learning-teleformacion.blogspot.com/2019/10/e-book-19-plataformas-e-learning.html
[10] https://e-learning-teleformacion.blogspot.com/2019/11/the-9th-global-education-conference.html
[8] https://www.edsurge.com/news/2018-09-26-what-can-machine-learning-really-predict-in-education?utm_content=bufferea994&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[7] https://medium.com/@eraser/blockchain-for-education-a-study-on-digital-accreditation-of-personal-and-academic-learning-278fce697b6e?source=friends_link&sk=a2e8bb89edbddeffcf8ce4f8a7c65c79
[6] http://ditchthattextbook.com/new-google-sites-10-things-teachers-must-know/?utm_content=105686636&utm_medium=social&utm_source=twitter&hss_channel=tw-909744016291397632
[6] https://e-learning-teleformacion.blogspot.com/2019/09/big-data-y-su-impacto-en-la-educacion.html
[6] https://e-learning-teleformacion.blogspot.com/2019/11/open-pedagogy-for-elearning-pioneers.html
[5] https://www.edsurge.com/news/2018-02-07-what-every-city-can-learn-from-pittsburgh-s-pioneering-k-12-research-partnerships?utm_campaign=site&utm_content=share-1114
[5] https://medium.com/@eraser/creating-students-profile-using-blockchain-technology-f62a781c8fb1?source=friends_link&sk=19069eaaf948af5ffc4d0515b24fb612

Top URLs in Tweet in G2:
[3] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[3] -
[3] book1.htm#.ULzcFmf77qw
[3] https://twitter.com/jackiantonovich/status/1195699076056178691
[2] http://Chooseyoureducation.com
[2] https://www.nytimes.com/2019/11/15/your-money/fafsa-financial-aid-student-loans.html
[2] http://webaworld.com
[2] https://hbr.org/2019/10/why-skills-training-cant-replace-higher-education
[2] https://finance.yahoo.com/news/a-wayne-johnson-republican-student-loan-official-who-quit-190422211.html
[2] http://traffic.libsyn.com/tubarks/Episode_5.mp3?utm_sq=g3e484htce

Top URLs in Tweet in G3:
[3] https://www.thecollegefix.com/university-of-illinois-bias-reporting-system-doesnt-have-to-punish-students-to-silence-them-groups-say/
[3] https://www.moppenheim.tv/3-universities-medical-center-get-1b-to-teach-and-research/?utm_source=News&utm_medium=Twitter&utm_campaign=Education
[1] https://www.thecollegefix.com/student-body-president-faces-impeachment-because-trump-jr-not-bernie-sanders-agreed-to-campus-speech/
[1] https://www.thecollegefix.com/pro-palestine-filmmaker-calls-jewish-student-journalist-white-nationalist-at-college-sponsored-event/
[1] https://www.thecollegefix.com/stanford-ignores-civil-liberties-group-college-fix-about-staff-allegedly-removing-conservative-flyers/
[1] https://www.thecollegefix.com/professor-who-saved-electoral-college-and-shaped-pro-life-movement-celebrated-by-students-and-colleagues/
[1] https://www.thecollegefix.com/bulletin-board/betsy-devos-is-not-backing-down-on-proposal-to-rein-in-kangaroo-courts/
[1] https://www.moppenheim.tv/ap-norc-poll-many-say-high-school-diploma-enough-to-succeed/?utm_source=News&utm_medium=Twitter&utm_campaign=Education
[1] https://www.moppenheim.tv/ap-norc-poll-many-say-high-school-diploma-enough-to-succeed/?utm_source=News&utm_medium=Twitter&utm_campaign=Justiceandpoverty
[1] https://www.moppenheim.tv/nations-best-public-universities-not-affordable-for-low-income-students/?utm_source=News&utm_medium=Twitter&utm_campaign=Education

Top URLs in Tweet in G4:
[7] https://higherlearningadvocates.org/2019/11/14/faculty-and-administration-inspiration-for-higher-education/
[5] https://www.nytimes.com/2019/11/15/upshot/colleges-resist-regulation.html
[3] https://www.educationnext.org/should-congress-link-higher-ed-funding-graduation-rates-forum-erickson-kelchen/
[2] https://www.timeshighereducation.com/news/final-showdown-feared-violence-forces-end-hong-kong-term
[2] https://twitter.com/kevincarey1/status/1195348263966330880
[2] https://medium.com/@ThirdWayTweet/why-the-protect-vets-act-is-a-bipartisan-must-do-a2b52176b3ca
[2] https://twitter.com/IO_HigherLearn/status/1195075335106310152
[2] https://www.brookings.edu/blog/brown-center-chalkboard/2019/11/15/community-college-free-for-all-why-making-tuition-free-could-be-complicated/
[2] https://www.ewa.org/blog-higher-ed-beat/politics-money-2019-2020
[2] https://higherlearningadvocates.org/blog/

Top URLs in Tweet in G5:
[4] https://www.universityworldnews.com/post.php?story=2019111510322968
[3] https://byq6z.app.goo.gl/hWpcD
[3] https://byq6z.app.goo.gl/BdteM
[2] https://byq6z.app.goo.gl/AqtHc
[2] https://byq6z.app.goo.gl/oBL4M
[2] https://byq6z.app.goo.gl/ADwzV
[2] https://byq6z.app.goo.gl/ebY5U
[2] https://byq6z.app.goo.gl/J2bzJ
[2] https://www.universityworldnews.com/post.php?story=20191115104355944
[2] https://www.iau-aiminghigher.org/

Top URLs in Tweet in G6:
[2] https://www.facebook.com/uiainnovation/videos/2851575068233197/
[1] https://www.coloradopolitics.com/quick-hits/gov-jared-polis-higher-ed-officials-unveil-strategies-to-reduce/article_21b9b140-058d-11ea-8916-973fb2aebd67.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://twitter.com/BBurnsEDU/status/1193973599905841152
[1] https://diverseeducation.com/article/159813/
[1] https://twitter.com/annapdrake/status/1195456039753093120
[1] https://www.chronicle.com/article/3-Key-Findings-From-a-New/247546?cid=wcontentlist_hp_latest
[1] https://news.csudh.edu/parham-cumu-executive-committee/
[1] https://www.chronicle.com/article/A-Modern-Great-Books-Solution/247481
[1] https://www.washingtonpost.com/education/2019/11/14/is-college-worth-it-georgetown-study-measures-return-investment-with-some-surprising-results/
[1] http://ow.ly/ub0d50x44v7

Top URLs in Tweet in G7:
[3] https://twitter.com/troman/status/1195063455105073152
[2] https://www.digitalpedagogylab.com/dpl-2020-fellowship-applications-are-open/
[2] https://twitter.com/RissaChem/status/1196406617668911104
[2] https://www.edsurge.com/news/2019-11-13-amazon-starts-marketplace-for-teachers-to-sell-online-educational-resources?utm_content=buffer4b2bd&utm_medium=social&utm_source=linkedin.com&utm_campaign=EdSurgeBuffer
[2] https://www.tc.columbia.edu/articles/2019/november/honored-for-research-that-honors-the-underserved/
[2] https://twitter.com/tymcnamee/status/1195919773411889153
[2] http://pulse.ncpolicywatch.org/2019/11/14/fetzer-and-ecu-controversy-deepens-as-unc-board-of-governors-meet/
[1] https://onlinenetworkofeducators.org/caninnovate19/
[1] https://twitter.com/karenraycosta/status/1194251533925400576
[1] https://twitter.com/womenspowergap/status/1195695272808124421

Top URLs in Tweet in G8:
[7] https://www.tandfonline.com/doi/full/10.1080/07294360.2018.1463973?cookieSet=1
[4] https://barbihoneycutt.com/pages/lecture-breakers-podcast%20
[3] https://www.thetechedvocate.org/6-ways-to-adapt-your-mobile-learning-strategy-to-the-needs-of-modern-learners/
[2] https://www.thetechedvocate.org/career-change-is-the-new-normal-how-does-elearning-help/
[2] https://er.educause.edu/blogs/2019/10/digital-transformation-signals-is-your-institution-on-the-journey
[2] https://www.chron.com/education/article/Online-learning-sees-advances-for-students-14562566.php
[2] http://theconversation.com/textbooks-could-be-free-if-universities-rewarded-professors-for-writing-them-125470
[2] https://ai.umich.edu/academic-innovation-fund/#1570039240192-3-7
[2] https://credentialengine.org/event/higher-education-transparency-initiative-introductory-webinar/
[2] https://twoprofsinapod.blogspot.com/2019/10/difficult-conversations-in-the-classroom.html?spref=tw

Top URLs in Tweet in G9:
[4] https://zoom.us/j/330402083
[2] https://mellon.org/news-blog/articles/join-our-mellon50-symposium-live-stream-november-18/?ref=twitter111319
[1] https://mellon.org/news-blog/articles/join-our-mellon50-symposium-live-stream-november-18/?ref=twitter1114highered
[1] https://mellon.org/news-blog/articles/join-our-mellon50-symposium-live-stream-november-18/?ref=111719
[1] https://mellon.org/shared-experiences-blog/public-libraries-are-reinventing-access-higher-education/
[1] https://eliterate.us/getting-1st-generation-students-to-college-summer-melt-study-by-admithub/
[1] https://www.admithub.com/blog/3-reasons-your-crm-wont-cut-it-for-texting-students/
[1] http://www.virginiabusiness.com/news/article/schev-state-needs-to-spend-more-to-become-best-educated-state
[1] http://www.insidehighered.com/blogs/call-action-marketing-and-communications-higher-education/changing-relationship-between#.Xc6FGSFHAzk.twitter
[1] https://www.jdsupra.com/legalnews/the-current-state-of-higher-education-58620/

Top URLs in Tweet in G10:
[4] https://diverseeducation.com/article/159708/
[3] https://diverseeducation.com/article/159813/#.Xc2bpXwXnn8.twitter
[2] https://www.mheducation.com/highered/ideas/john-urschel/john-urschel-discussion-with-triton-college-students-2
[2] https://www.mheducation.com/highered/insights-ideas/building-your-core-classes.html
[2] https://www.mheducation.com/highered/ideas/planning-your-future/yes-its-time-to-choose-your-major
[2] http://rschoolgroup.org/news/stem-education-is-important-but-discounting-the-arts-would-be-a-mistake/
[2] https://diverseeducation.com/article/159708/#.Xcwpsngb8nA.twitter
[1] https://www.mheducation.com/highered/ideas
[1] https://www.mheducation.com/highered/ideas/student-content-update/handling-possible-cases-of-academic-dishonesty
[1] https://www.mheducation.com/highered/services/corequisite-implementation-guide.html

Top Domains
Top Domains in Tweet in Entire Graph:
[313] twitter.com
[120] edsurge.com
[106] blogspot.com
[66] careerarc.com
[53] insidehighered.com
[48] medium.com
[38] goo.gl
[36] linkedin.com
[33] wpcampus.org
[32] theguardian.com

Top Domains in Tweet in G1:
[107] edsurge.com
[101] blogspot.com
[42] medium.com
[16] twitter.com
[16] echo360.com
[11] educationdive.com
[11] idatainc.com
[10] edtechmagazine.com
[10] dy.si
[9] educause.edu

Top Domains in Tweet in G2:
[57] twitter.com
[48] careerarc.com
[30] lgbtinhighered.com
[26] theguardian.com
[12] idatainc.com
[11] insidehighered.com
[9] upflow.co
[9] linkedin.com
[7] libsyn.com
[6] washingtonpost.com

Top Domains in Tweet in G3:
[8] thecollegefix.com
[6] moppenheim.tv

Top Domains in Tweet in G4:
[34] twitter.com
[17] higherlearningadvocates.org
[15] insidehighered.com
[5] timeshighereducation.com
[5] nytimes.com
[3] educationdive.com
[3] educationnext.org
[2] medium.com
[2] brookings.edu
[2] magnetmail.net

Top Domains in Tweet in G5:
[37] goo.gl
[11] universityworldnews.com
[6] twitter.com
[3] timeshighereducation.com
[2] ac.uk
[2] iau-aiminghigher.org
[2] unesco.org
[1] iau-aiu.net
[1] duz-medienhaus.de
[1] insidehighered.com

Top Domains in Tweet in G6:
[6] twitter.com
[3] washingtonpost.com
[2] chronicle.com
[2] insidehighered.com
[2] facebook.com
[1] coloradopolitics.com
[1] diverseeducation.com
[1] csudh.edu
[1] ow.ly
[1] colorado.gov

Top Domains in Tweet in G7:
[23] twitter.com
[2] digitalpedagogylab.com
[2] edsurge.com
[2] columbia.edu
[2] ncpolicywatch.org
[1] onlinenetworkofeducators.org
[1] karencostawriter.com
[1] elsevier.com
[1] tandfonline.com
[1] wset.com

Top Domains in Tweet in G8:
[11] twitter.com
[8] tandfonline.com
[5] thetechedvocate.org
[5] ac.uk
[5] bit.ly
[4] insidehighered.com
[4] barbihoneycutt.com
[4] wordpress.com
[2] educause.edu
[2] chron.com

Top Domains in Tweet in G9:
[5] mellon.org
[4] zoom.us
[1] eliterate.us
[1] admithub.com
[1] virginiabusiness.com
[1] insidehighered.com
[1] jdsupra.com
[1] educationdive.com
[1] nytimes.com
[1] northwestern.edu

Top Domains in Tweet in G10:
[15] mheducation.com
[12] diverseeducation.com
[3] rschoolgroup.org
[2] npr.org
[2] texastribune.org
[1] actfl.org
[1] nber.org
[1] twitter.com
[1] bestcolleges.com
[1] desu.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3132] highered
[270] education
[255] edtech
[211] highereducation
[169] college
[99] edchat
[96] elearning
[81] university
[81] ashe2019
[60] mycollegeinspo



Top Hashtags in Tweet in G1:
[426] highered
[182] edtech
[128] education
[79] highereducation
[74] elearning
[45] tech
[40] digitaltransformation
[38] educación
[36] ai
[36] university

Top Hashtags in Tweet in G2:
[439] highered
[44] highereducation
[21] education
[20] edtech
[19] college
[12] hesm
[12] datagovernance
[11] edchat
[10] university
[9] admissions

Top Hashtags in Tweet in G3:
[14] highered
[12] news
[6] college
[5] education
[5] university
[4] antisemitism
[3] students
[3] philanthropy
[3] donation
[3] nonprofit

Top Hashtags in Tweet in G4:
[189] highered
[58] mycollegeinspo
[28] todaysstudents
[20] college
[17] firstgen
[7] scholarships
[5] studentsuccess
[5] studentloans
[5] changeagent
[4] finaid

Top Hashtags in Tweet in G5:
[123] highered
[26] iau2019
[23] he
[21] unesco
[20] future
[19] passport4education
[18] unescogc
[14] africa
[11] commonwealth
[11] scholarships

Top Hashtags in Tweet in G6:
[64] highered
[11] ashe2019
[8] higheredrewired
[8] ashe19
[7] luminaspr19
[5] california
[5] naw2019
[5] cvhighered
[4] oer
[3] education

Top Hashtags in Tweet in G7:
[120] highered
[56] ashe2019
[17] rural
[13] qse
[13] queer
[13] gay
[13] latino
[13] college
[8] rurality
[5] stem

Top Hashtags in Tweet in G8:
[109] highered
[36] pod19
[18] teaching
[11] agilefaculty
[9] lecturebreakers
[9] faculty
[8] scrum
[6] podcast
[6] facdev
[5] students

Top Hashtags in Tweet in G9:
[52] highered
[25] arts
[25] humanities
[19] mellon50
[8] ai
[6] colleges
[6] universities
[4] comm_college
[4] illinois
[3] standardofproof

Top Hashtags in Tweet in G10:
[33] highered
[7] edchat
[5] college
[4] hea
[4] heareauthorization
[4] education
[2] stem
[2] majorpick
[2] officehours
[2] highereducation

Top Words
Top Words in Tweet in Entire Graph:
[4255] Words in Sentiment List#1: Positive
[1238] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[113071] Non-categorized Words
[118565] Total Words
[3126] #highered
[809] students
[506] college
[494] s
[474] education

Top Words in Tweet in G1:
[426] #highered
[182] #edtech
[174] education
[123] #education
[118] eraser
[104] learning
[103] higheredsurge
[96] data
[79] #highereducation
[74] #elearning

Top Words in Tweet in G2:
[439] #highered
[59] more
[57] college
[56] students
[53] job
[44] #highereducation
[43] work
[38] out
[34] student
[33] here

Top Words in Tweet in G3:
[208] collegefix
[148] college
[143] stanford
[143] residence
[143] hall
[143] staff
[143] really
[143] remove
[143] republicans
[143] flyers

Top Words in Tweet in G4:
[188] #highered
[66] students
[58] #mycollegeinspo
[50] io_higherlearn
[37] college
[37] policy
[32] out
[32] work
[31] s
[28] #todaysstudents

Top Words in Tweet in G5:
[119] #highered
[48] iau_aiu
[40] education
[36] uniworldnews
[36] unesco
[34] the_acu
[28] th
[26] qualifications
[26] #iau2019
[24] drjoannanewman

Top Words in Tweet in G6:
[104] s
[64] #highered
[58] calstate
[53] excited
[50] opportunity
[50] csustudents
[49] jjacobjenkins
[49] present
[49] alongside
[49] jaimehannans

Top Words in Tweet in G7:
[120] #highered
[56] #ashe2019
[29] research
[28] asheoffice
[26] work
[25] sonjaardoin
[20] great
[20] new
[19] anna_highered
[19] session

Top Words in Tweet in G8:
[109] #highered
[36] #pod19
[34] learning
[28] new
[19] students
[18] #teaching
[15] more
[15] geekypedagogy
[15] check
[14] joshua_r_eyler

Top Words in Tweet in G9:
[52] #highered
[26] mellonfdn
[25] #arts
[25] #humanities
[19] watch
[19] #mellon50
[19] live
[19] stream
[16] join
[15] monday

Top Words in Tweet in G10:
[42] students
[33] #highered
[33] university
[17] first
[15] office
[15] hours
[14] benefit
[13] student
[13] success
[13] diverseissues

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[188] higher,education
[157] check,out
[143] stanford,residence
[143] residence,hall
[143] hall,staff
[143] staff,really
[143] really,remove
[143] remove,college
[143] college,republicans
[143] republicans,flyers

Top Word Pairs in Tweet in G1:
[59] #highered,#highereducation
[50] higher,education
[41] #highered,#edtech
[39] 2018,#highered
[32] #edtech,#highered
[29] artificial,intelligence
[28] blockchain,education
[25] #elearning,#mlearning
[24] #education,#educación
[18] find,out

Top Word Pairs in Tweet in G2:
[23] higher,ed
[22] #highered,#highereducation
[18] check,out
[12] #highereducation,#highered
[11] social,media
[11] latest,job
[11] job,opening
[11] opening,here
[10] #hesm,#highered
[10] see,latest

Top Word Pairs in Tweet in G3:
[143] stanford,residence
[143] residence,hall
[143] hall,staff
[143] staff,really
[143] really,remove
[143] remove,college
[143] college,republicans
[143] republicans,flyers
[143] flyers,something
[143] something,caught

Top Word Pairs in Tweet in G4:
[22] #highered,policy
[13] #firstgen,students
[12] students,being
[12] being,celebrated
[12] celebrated,#college
[12] #college,campuses
[12] campuses,always
[12] always,receive
[12] receive,sufficient
[12] sufficient,support

Top Word Pairs in Tweet in G5:
[23] #highered,#he
[20] great,iau_aiu
[20] iau_aiu,international
[20] international,conference
[20] conference,#iau2019
[20] #iau2019,mexico
[20] mexico,theme
[20] theme,transforming
[20] transforming,#highered
[20] #highered,#future

Top Word Pairs in Tweet in G6:
[50] calstate,s
[49] excited,opportunity
[49] opportunity,present
[49] present,alongside
[49] alongside,jaimehannans
[49] jaimehannans,today
[49] today,s
[49] s,csustudents
[49] csustudents,meeting
[49] meeting,calstate

Top Word Pairs in Tweet in G7:
[14] happy,share
[13] share,new
[13] new,#qse
[13] #qse,article
[13] article,#queer
[13] #queer,love
[13] love,lives
[13] lives,#gay
[13] #gay,#latino
[13] #latino,men

Top Word Pairs in Tweet in G8:
[8] come,panel
[8] panel,#pod19
[8] #pod19,derekbruff
[8] derekbruff,jason_s_todd
[8] jason_s_todd,s
[8] s,talk
[8] talk,podcasting
[8] podcasting,faculty
[8] faculty,development
[8] online,learning

Top Word Pairs in Tweet in G9:
[25] #arts,#humanities
[25] #humanities,#highered
[19] live,stream
[15] #highered,societies
[15] #mellon50,anniversary
[15] anniversary,symposium
[15] symposium,live
[14] stream,beginning
[12] mellonfdn,#arts
[11] believe,arts

Top Word Pairs in Tweet in G10:
[15] office,hours
[13] students,go
[13] go,office
[13] hours,students
[13] students,benefit
[13] benefit,hgse
[12] bestcollegescom,students
[12] ten,years
[12] years,university
[12] university,grown

Top Replied-To
Top Replied-To in Entire Graph:
@io_higherlearn
@tymcnamee
@donnalanclos
@lizgross144
@lesliedgonzales
@geomartin29
@highered_ed
@kevincarey1
@sagradmod
@josieahlquist

Top Replied-To in G1:
@stephanielinism
@magicleap
@_mtel_
@wistatejournal
@hpkennie
@andrewc_castle

Top Replied-To in G4:
@io_higherlearn
@kevincarey1
@lanaeerickson
@amyglynn15
@mindcheng
@jrpeller
@jesseocnl
@ericahltn

Top Replied-To in G5:
@drjoannanewman
@the_acu
@education2030un
@unesco

Top Replied-To in G6:
@loganmbooker
@calstateciso
@davidpollack47
@pasantana12
@mbaenews

Top Replied-To in G7:
@tymcnamee
@lesliedgonzales
@geomartin29
@rrg_tamuc
@ant_duran
@teacherscollege
@presmillieg
@tcrecord
@daytonprezspina
@amyfrench49

Top Replied-To in G8:
@thisissethsblog
@mdmillerphd
@sarahrosecrook
@derekbruff

Top Replied-To in G9:
@mrdailey_vja
@megmulrooney

Top Replied-To in G10:
@npr
@diverseissues

Top Mentioned
Top Mentioned in Entire Graph:
@collegefix
@eraser
@higheredsurge
@calstate
@csustudents
@jjacobjenkins
@jaimehannans
@affor
@iau_aiu
@io_higherlearn

Top Mentioned in G1:
@eraser
@higheredsurge
@edtech_highered
@educause
@odem_io
@vladobotsvadze
@edsurge
@globaledcon
@stevehargadon
@commlabindia

Top Mentioned in G2:
@chiseled_scott
@skrabut
@cconsortiumorg
@centurycollege
@bondlawfirm
@teachersjourney
@bajammal
@scholarshipcntr
@caterneteducate
@wmuaaup

Top Mentioned in G3:
@collegefix
@moppenheimtv
@illinois_alma
@sensanders
@betsydevos

Top Mentioned in G4:
@io_higherlearn
@collegeaccess
@lanaeerickson
@kevincarey1
@insidehighered
@elissa
@higherlearnadv
@jrpeller
@amylaitinen1
@upshotnyt

Top Mentioned in G5:
@iau_aiu
@uniworldnews
@the_acu
@unesco
@drjoannanewman
@presidentmaaun
@auf_org
@highered_unesco
@fayectaylor
@alexdmwright

Top Mentioned in G6:
@calstate
@csustudents
@jjacobjenkins
@jaimehannans
@affor
@luminafound
@georgetowncew
@bburnsedu
@pasantana12
@unlikelyfilm

Top Mentioned in G7:
@asheoffice
@sonjaardoin
@anna_highered
@karenraycosta
@ant_duran
@teacherscollege
@trans_killjoy
@ashegrads
@ashcademic
@styluspub

Top Mentioned in G8:
@geekypedagogy
@joshua_r_eyler
@jason_s_todd
@rpr_agile
@derekbruff
@bonni208
@barbihoneycutt
@mdmillerphd
@twoprofsinapod
@laurapasquini

Top Mentioned in G9:
@mellonfdn
@tim_renick
@linzcpage
@mfeldstein67
@admithub
@northwesternu
@ibhetweets
@fafsa
@georgiastateu
@bardcollege

Top Mentioned in G10:
@diverseissues
@bestcollegescom
@mhhighered
@delstateuniv
@texastribune
@johncurschel
@tony_jack
@accesslexinst
@d
@npr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jamesroy
@rjber15
@digestwordpress
@chidambara09
@saragomezaranci
@minhkular
@debrammason1
@raumunz
@edgametec

Top Tweeters in G1:
@sectest9
@jamesroy
@chidambara09
@edgametec
@eraser
@juandoming
@nancyrubin
@andrewmorrisuk
@claimcompanies
@wistatejournal

Top Tweeters in G2:
@pfanderson
@sittingpretty61
@gwoodi
@dennisoosterman
@ahighervision
@gate_15_analyst
@susannadw
@scholarshipcntr
@zmanaz
@chiseled_scott

Top Tweeters in G3:
@debrammason1
@raumunz
@inabsentia9
@laridor1
@miltonespinozaf
@cheri_kentucky
@dsdr2011
@jimw_in_nm
@suzost
@mtrushmore2016

Top Tweeters in G4:
@rjber15
@jennykim
@dropoutnation
@gregbjenkins
@saragoldrickrab
@brookingsinst
@pbs
@zapwoman
@upshotnyt
@jollelol

Top Tweeters in G5:
@sexygirl798
@imu_isa
@timeshighered
@nanwarner
@espaciooei
@myfavenews
@refugees
@un_women
@josepnieto
@ungeneva

Top Tweeters in G6:
@washingtonpost
@cogovtweets
@educationweek
@_blamejenny
@jesslahey
@annetteraveneau
@austinnnn21
@loganmbooker
@nathanramsey115
@jennmeza13

Top Tweeters in G7:
@juansaaa
@alberttlunde
@chuckmodi1
@sgbuggs
@krisgiere
@scieducation1
@rmetropoliso
@halifaxidocious
@lauraholtrageon
@tjjourian

Top Tweeters in G8:
@tedrubin
@nealschaffer
@qz
@marismith
@laurapasquini
@edutopia
@catspyjamasnz
@kukharenko
@leoba
@hp

Top Tweeters in G9:
@populistdemand
@joanvinallcox
@seecfc
@sifill_ldf
@pamelascully
@fafsa
@profwernimont
@theethyr
@ndgradmom
@terrigivens

Top Tweeters in G10:
@valsadie
@stfuimtweetn0_o
@kixxonlee
@librariesval
@npr
@drjlmooreiii
@cbl2
@africanacarr
@dominxt
@texastribune


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