highered, Twitter, 2/18/2020 8:40:48 AM, 221402


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highered_2020-02-17_20-08-08.xlsx
highered_2020-02-17_20-08-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 18, 2020
Short Description:
highered via NodeXL http://bit.ly/2SCu6wg
@realdrgina
@wsj
@landryst
@edubot_he
@higheredsurge
@scalarhumanity
@luminafound
@viniceined
@insidehighered
@comm_college

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

Description:
Description
The graph represents a network of 4,675 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, 18 February 2020 at 04:09 UTC.

The requested start date was Tuesday, 18 February 2020 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 2-day, 20-hour, 51-minute period from Tuesday, 11 February 2020 at 15:55 UTC to Friday, 14 February 2020 at 12:47 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 : 4675
Unique Edges : 5650
Edges With Duplicates : 1979
Total Edges : 7629
Number of Edge Types : 4
MentionsInRetweet : 3786
Mentions : 2254
Tweet : 1440
Replies to : 149
Self-Loops : 1440
Reciprocated Vertex Pair Ratio : 0.0516682554814109
Reciprocated Edge Ratio : 0.0982596084118927
Connected Components : 839
Single-Vertex Connected Components : 333
Maximum Vertices in a Connected Component : 2069
Maximum Edges in a Connected Component : 4117
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.194805
Graph Density : 0.000252437537040724
Modularity : 0.705561
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,675 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, 18 February 2020 at 04:09 UTC.

The requested start date was Tuesday, 18 February 2020 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 2-day, 20-hour, 51-minute period from Tuesday, 11 February 2020 at 15:55 UTC to Friday, 14 February 2020 at 12:47 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : highered
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] https://www.theriseprize.com/
[13] https://www.insidehighered.com/views/2020/02/13/why-one-should-ignore-reports-and-commentary-question-value-college-degree-opinion
[12] http://www.ncpolicywatch.com/?p=99596%26utm_source={title}%26utm_medium=socialbuttons%26utm_campaign={network}
[11] http://events.r20.constantcontact.com/register/event?oeidk=a07egoub5fe9e975381&llr=aw94hvcab&showPage=true
[10] https://www.herdsa.org.au/herdsa-grants-scheme
[9] https://www.greatvaluecolleges.net/best-relaxation-centers/
[8] https://www.timeshighereducation.com/news/race-create-online-courses-virus-stranded-students
[8] -
[8] https://www.ama-assn.org/residents-students/preparing-medical-school/15-skills-medical-schools-expect-students-day-one
[7] https://www.dallasnews.com/news/education/2020/02/13/gov-abbott-tasks-texas-leaders-to-develop-a-plan-that-ensures-more-students-are-workforce-ready/

Top URLs in Tweet in G1:
[3] https://mdc.vfairs.com/
[3] https://www.go100renewablecampus.org/take-action/
[3] https://www.universityofphoenixexposed.org/
[2] https://www.wired.co.uk/article/university-lifelong-learning
[2] https://www.yamagata-u.ac.jp/jp/
[2] http://TheEdReporter.com
[2] https://www.educationdive.com/news/can-helping-older-adults-find-their-next-act-pay-off-for-colleges/571165/?utm_content=buffer34bc7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[2] -
[2] book1.htm#.ULzcFmf77qw

Top URLs in Tweet in G2:
[1] https://www.wsj.com/articles/education-department-investigating-harvard-yale-over-foreign-funding-11581539042
[1] https://www.foxnews.com/us/harvard-yale-under-investigation-foreign-donors

Top URLs in Tweet in G3:
[7] https://careers.udel.edu/cw/en-us/job/494762/it-security-engineer-it-information-security
[5] https://www.edsurge.com/news/2018-03-15-vr-could-bring-a-new-era-of-immersive-learning-but-ethical-and-technical-challenges-remain?utm_content=bufferbcc78&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[4] http://edutechnica.com/2020/02/02/lms-data-spring-2020-updates/
[4] https://e-learning-teleformacion.blogspot.com/2020/01/vol-15-no-01-2020-international-journal.html
[4] https://e-learning-teleformacion.blogspot.com/2019/09/big-data-y-su-impacto-en-la-educacion.html
[4] https://www.scoop.it/topic/integration-and-teaching-ed-tech/p/4115248379/2020/02/13/higher-ed-tech-investments-soar?utm_medium=social&utm_source=twitter
[4] https://www.scu.edu/ethics/focus-areas/technology-ethics/resources/what-we-are-doing-with-ethicalcs-at-santa-clara-university/
[3] https://medium.com/@eraser/blockchain-futuro-de-las-universidades-bb46b8eb71fe?source=friends_link&sk=a0cf03d8e93d8b5fe5f439cd0e029556
[3] https://e-learning-teleformacion.blogspot.com/2019/10/artificial-intelligence-to-support.html
[3] http://e-learning-teleformacion.blogspot.com/2019/09/elearning-africa-in-review-2018.html

Top URLs in Tweet in G4:
[25] https://www.theriseprize.com/
[9] https://www.greatvaluecolleges.net/best-relaxation-centers/
[8] https://www.ama-assn.org/residents-students/preparing-medical-school/15-skills-medical-schools-expect-students-day-one
[5] https://www1.villanova.edu/villanova/artsci/undergrad/ous/profdevt.html
[5] https://www.insidehighered.com/quicktakes/2020/02/11/college-major-related-gender-wage-gap
[4] https://hope4college.com/realcollege-2020-five-years-of-evidence-on-basic-needs-insecurity/
[2] https://medium.com/todays-students-tomorrow-s-talent/education-in-prison-changes-lives-and-saves-money-states-need-to-step-up-11be7fc818cd
[2] https://theriseprize.com/
[2] https://www.forbes.com/sites/stradaeducationnetwork/2020/02/11/employer-u-higher-ed-can-work-together-to-deliver-what-consumers-want/
[2] https://www.wtkr.com/news/hbcus-the-history-and-importance-of-historically-black-colleges-and-universities

Top URLs in Tweet in G5:
[4] https://www.nacacnet.org/globalassets/documents/publications/research/character-brief/nacac_brief_character-0120_2.pdf
[3] https://zoom.us/j/534119923
[3] https://shindig.com/login/event/kimmaloney
[2] https://www.forbes.com/sites/michaelhorn/2020/02/13/how-buying-a-mattress-is-like-choosing-a-college/#6571555e312b
[2] https://www.educationnext.org/choosing-paying-college-choice-has-benefits-book-review-choosing-college-horn-moesta-indebted-zaloom/
[2] https://www.nacacnet.org/news--publications/newsroom/press-releases/nacac-opposes-presidents-fiscal-year-2021-budget/
[2] https://www.chronicle.com/article/Act-Now-Say-Hello-to/248030
[2] https://twitter.com/karenraycosta/status/1226861460854394880
[2] https://barbihoneycutt.com/blogs/podcast/episode-20-how-to-use-scrum-to-break-up-your-lectures-design-courses-and-get-the-right-things-done-with-dr-rebecca-pope-ruark
[2] https://twitter.com/GUHigherEd/status/1227314396646584321

Top URLs in Tweet in G6:
[11] http://www.ncpolicywatch.com/?p=99596%26utm_source={title}%26utm_medium=socialbuttons%26utm_campaign={network}
[3] http://pulse.ncpolicywatch.org/2020/02/11/state-auditor-eyeing-unc-board-of-governors-ecu-trustees-activity/
[2] https://diverseeducation.com/article/166860/#.XkTIy3Wbt0Q.twitter
[2] https://studyinternational.com/news/medical-students-electives-humanities/
[1] https://www.latimes.com/california/story/2020-02-13/i-only-took-three-years-of-high-school-math-escaped-with-a-d-and-turned-out-ok
[1] https://twitter.com/sereducada/status/1227371834200346624
[1] https://twitter.com/alevictoriano/status/1227343010586775552
[1] https://twitter.com/iheptweets/status/1228038808563863552
[1] https://diverseeducation.com/article/166499/#.XkQQQ2q2dUU.twitter
[1] https://diverseeducation.com/article/166715/#.XkQw3_gJPso.twitter

Top URLs in Tweet in G7:
[3] https://www.educationdive.com/news/unc-wants-a-leader-to-steer-it-out-of-controversy-whos-up-for-the-task/572113/
[3] https://www.educationdive.com/news/despite-enrollment-woes-private-student-housing-sector-steady-for-now/572135/
[3] https://www.insidehighered.com/quicktakes/2019/05/21/colleges-face-growing-cybersecurity-threat#.XeqCWlXzJZ4.linkedin
[3] http://newsletter.asureti.com/?edition_id=942fd770-4dc9-11ea-b347-0cc47a0d164b
[3] https://www.moodys.com/researchdocumentcontentpage.aspx?docid=PBM_1204006
[3] https://www.educationdive.com/news/high-school-gpa-5-times-more-likely-to-predict-college-success-than-act-sco/571287/
[2] https://www.educationdive.com/news/trump-returns-to-cuts-in-higher-ed-budget-proposal/572049/
[2] https://www.educationdive.com/news/florida-lawmakers-weigh-merger-for-two-small-public-colleges/572224/
[2] https://universitybusiness.com/how-to-secure-data-institutionwide?oly_enc_id=1805F3449478F6V
[2] https://www.linkedin.com/slink?code=e6Gt5T4

Top URLs in Tweet in G8:
[7] https://equityinlearning.act.org/equity-in-action/the-role-of-hbcus-in-our-nations-success/
[2] https://www.ncan.org/news/488634/NCAN-Rebrands-to-Highlight-Attainment-Mission-and-Mark-Start-of-25th-Year-.htm
[2] https://www.wgu.edu/newsroom/press-release/2020/02/wgu-named-number-one-by-military-friendly.html
[1] https://public.tableau.com/profile/bill.debaun.national.college.access.network#!/vizhome/FAFSACompletionbyDistrictPovertyLevelAcrosstheUnitedStates/Story1
[1] https://excelencia.secure-platform.com/a/solicitations/9/home
[1] https://diverseeducation.com/article/166278/
[1] https://twitter.com/NcanLindsey/status/1227231051438837760
[1] https://www.ncan.org/news/488338/5-Questions-About-FAFSA-Simplification-Implementation.htm
[1] https://twitter.com/carriewarick/status/1227234441392721921
[1] https://www.insidehighered.com/views/2020/01/29/transformational-change-needed-campuses-adequately-serve-diverse-new-student-body

Top URLs in Tweet in G9:
[6] https://www.timeshighereducation.com/news/race-create-online-courses-virus-stranded-students
[3] https://www.thecollegefix.com/georgetown-libraries-remove-dozens-of-novels-that-offend-some-students/
[2] https://www.universityworldnews.com/post.php?story=20200204102252726
[2] https://byq6z.app.goo.gl/5Xziw
[2] https://byq6z.app.goo.gl/RAXuB
[2] https://byq6z.app.goo.gl/iznDH
[2] https://www.universityworldnews.com/post.php?story=202002111739528
[2] https://www.timeshighereducation.com/news/one-academic-university-overseas-conferences-says-brazil?utm_content=buffer2d9eb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.timeshighereducation.com/news/scientists-offered-eu1000-publish-null-results?utm_content=buffer8e0a8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] students

Top URLs in Tweet in G10:
[2] https://www.academicesportsconference.com/
[2] http://104.131.1.231/tiny/custom_domain_redirect/ubmag.me/67
[1] https://info.kivuto.com/2020-academic-it-survey-wp?utm_campaign=2020_Academic_IT_Survey&utm_content=117012902&utm_medium=social&utm_source=twitter&hss_channel=tw-818115823
[1] https://educationitreporter.com/2020/02/07/survey-84-of-education-entities-concerned-about-compliance-in-distributing-digital-resources/?utm_campaign=2020_Academic_IT_Survey&utm_content=116510891&utm_medium=social&utm_source=twitter&hss_channel=tw-818115823
[1] https://twitter.com/ThirdWayEDU/status/1212809266513489921
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00292-1
[1] http://104.131.1.231/tiny/custom_domain_redirect/ubmag.me/ITstrategies
[1] https://universitybusiness.com/trump-education-budget-cut-financial-aid-student-loan-hbcus
[1] http://104.131.1.231/tiny/custom_domain_redirect/ubmag.me/enrollmentmanagement
[1] https://universitybusiness.com/gender-inequality-in-college-majors-accounting-closing-gaps

Top Domains
Top Domains in Tweet in Entire Graph:
[284] twitter.com
[104] edsurge.com
[77] insidehighered.com
[44] lgbtinhighered.com
[42] linkedin.com
[42] blogspot.com
[41] careerarc.com
[39] educationdive.com
[35] goo.gl
[33] ac.uk

Top Domains in Tweet in G1:
[50] twitter.com
[44] lgbtinhighered.com
[41] careerarc.com
[21] theguardian.com
[15] insidehighered.com
[9] linkedin.com
[6] ac.uk
[5] edsurge.com
[5] forbes.com
[5] educationdive.com

Top Domains in Tweet in G2:
[1] wsj.com
[1] foxnews.com

Top Domains in Tweet in G3:
[93] edsurge.com
[41] blogspot.com
[22] twitter.com
[17] bit.ly
[12] medium.com
[10] educause.edu
[9] youtube.com
[7] udel.edu
[5] scoop.it
[5] edtechreview.in

Top Domains in Tweet in G4:
[27] theriseprize.com
[12] twitter.com
[10] insidehighered.com
[9] greatvaluecolleges.net
[8] ama-assn.org
[7] forbes.com
[5] villanova.edu
[4] hope4college.com
[3] medium.com
[3] linkedin.com

Top Domains in Tweet in G5:
[15] twitter.com
[8] chronicle.com
[8] nacacnet.org
[6] insidehighered.com
[4] barbihoneycutt.com
[3] bit.ly
[3] forbes.com
[3] zoom.us
[3] shindig.com
[3] edtechmagazine.com

Top Domains in Tweet in G6:
[11] diverseeducation.com
[11] ncpolicywatch.com
[6] ncpolicywatch.org
[4] twitter.com
[4] studyinternational.com
[3] wustl.edu
[2] instituteforeffectiveness.org
[1] latimes.com
[1] youtube.com
[1] forbes.com

Top Domains in Tweet in G7:
[25] educationdive.com
[15] insidehighered.com
[6] moodys.com
[6] newamerica.org
[5] thetambellinigroup.com
[4] universitybusiness.com
[4] case.org
[3] business2community.com
[3] asureti.com
[3] linkedin.com

Top Domains in Tweet in G8:
[7] act.org
[5] twitter.com
[4] ncan.org
[2] wgu.edu
[1] tableau.com
[1] secure-platform.com
[1] diverseeducation.com
[1] insidehighered.com
[1] prsa.org
[1] studentaid.gov

Top Domains in Tweet in G9:
[35] goo.gl
[24] timeshighereducation.com
[12] universityworldnews.com
[10] thecollegefix.com
[3] insidehighered.com
[3] fullfabric.com
[2] sspnet.org
[2] thepienews.com
[2] theguardian.com
[2] co.uk

Top Domains in Tweet in G10:
[6] twitter.com
[6] universitybusiness.com
[4] 104.131.1.231
[4] ecampusnews.com
[2] academicesportsconference.com
[2] nature.com
[2] ccdaily.com
[2] edsurge.com
[2] straighterline.com
[1] kivuto.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3055] highered
[207] edtech
[191] education
[158] highereducation
[95] college
[76] riseprize
[75] edchat
[71] studentparents
[64] elearning
[61] academictwitter



Top Hashtags in Tweet in G1:
[416] highered
[27] highereducation
[26] education
[20] edchat
[18] college
[16] edtech
[9] teaching
[9] university
[8] datagovernance
[7] onlinelearning

Top Hashtags in Tweet in G2:
[2] highered
[1] education
[1] china

Top Hashtags in Tweet in G3:
[354] highered
[141] edtech
[76] education
[42] elearning
[31] highereducation
[31] tech
[22] lms
[21] edchat
[20] studentsuccess
[20] k12

Top Hashtags in Tweet in G4:
[178] highered
[69] riseprize
[64] studentparents
[33] college
[27] collegetalk
[24] riseforstudentparents
[20] communitycollege
[15] realcollege
[15] collegelife
[15] collegetips

Top Hashtags in Tweet in G5:
[159] highered
[14] emchat
[9] proctorpowerlunch
[8] higheredreads
[8] cmsi
[7] teaching
[6] agilefaculty
[6] scrum
[6] highereducation
[6] groupwork

Top Hashtags in Tweet in G6:
[63] highered
[17] unc
[15] ncga
[14] ncpol
[10] womenshistorymonth
[5] equity
[4] ab705
[4] solutionsnetwork
[3] uncbog
[3] goals

Top Hashtags in Tweet in G7:
[98] highered
[12] cybersecurity
[10] highereducation
[6] edtech
[6] hesm
[5] studenthousing
[5] stategov
[4] cio
[4] housing
[3] genz

Top Hashtags in Tweet in G8:
[65] highered
[15] hbcus
[9] fafsa
[6] futureact
[4] edequity
[4] iamcollegetracks
[4] collegesuccess
[3] lachona
[3] collegeaccess
[3] moco

Top Hashtags in Tweet in G9:
[115] highered
[18] globaled
[15] universities
[15] africa
[13] africaed
[13] coronavirus
[11] research
[11] china
[8] education
[7] funding

Top Hashtags in Tweet in G10:
[54] highered
[10] esports
[7] womeninscience
[4] edtech
[4] trump
[4] budget
[4] financialaid
[4] hbcu
[4] tech
[4] stem

Top Words
Top Words in Tweet in Entire Graph:
[4623] Words in Sentiment List#1: Positive
[1599] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[115958] Non-categorized Words
[122183] Total Words
[3052] #highered
[630] students
[564] one
[457] education
[439] more

Top Words in Tweet in G1:
[416] #highered
[63] students
[44] job
[41] more
[33] university
[32] college
[29] great
[27] higher
[27] #highereducation
[26] #education

Top Words in Tweet in G2:
[323] ve
[323] always
[323] proud
[323] president
[323] someone
[323] spent
[323] adult
[323] life
[323] academia
[323] one

Top Words in Tweet in G3:
[354] #highered
[141] #edtech
[118] higheredsurge
[84] 2018
[76] #education
[75] education
[60] students
[57] more
[51] learning
[49] higher

Top Words in Tweet in G4:
[178] #highered
[141] education
[113] luminafound
[73] #riseprize
[69] higher
[68] students
[64] #studentparents
[63] imaginablefut
[57] incarcerated
[54] support

Top Words in Tweet in G5:
[159] #highered
[29] students
[27] student
[19] higher
[18] college
[18] lecture
[17] join
[16] ed
[16] education
[15] chronicle

Top Words in Tweet in G6:
[62] #highered
[30] one
[29] ncpolicywatch
[20] diverseissues
[19] degree
[19] college
[17] women
[17] #unc
[16] community
[15] median

Top Words in Tweet in G7:
[98] #highered
[24] time
[19] work
[18] students
[17] insidehighered
[14] student
[13] public
[12] need
[12] #cybersecurity
[12] part

Top Words in Tweet in G8:
[65] #highered
[36] access
[29] equity
[29] promote
[27] ncanetwork
[27] practices
[27] success
[26] closing
[26] gaps
[26] focus

Top Words in Tweet in G9:
[115] #highered
[35] education
[26] uniworldnews
[25] students
[24] writes
[24] timeshighered
[19] higher
[18] #globaled
[15] #universities
[15] universities

Top Words in Tweet in G10:
[54] #highered
[15] college
[13] academic
[13] students
[11] those
[11] great
[10] universitybiz
[10] #esports
[10] join
[9] funding

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[324] ve,always
[324] always,proud
[324] proud,president
[324] president,someone
[324] someone,spent
[324] spent,adult
[324] adult,life
[324] life,academia
[324] academia,one
[324] one,busts

Top Word Pairs in Tweet in G1:
[17] higher,education
[12] #highered,#highereducation
[11] #education,#highered
[11] great,fit
[10] #highered,#edtech
[10] latest,job
[10] job,opening
[9] #highereducation,#highered
[9] #highered,#edchat
[8] #highered,institutions

Top Word Pairs in Tweet in G2:
[323] ve,always
[323] always,proud
[323] proud,president
[323] president,someone
[323] someone,spent
[323] spent,adult
[323] adult,life
[323] life,academia
[323] academia,one
[323] one,busts

Top Word Pairs in Tweet in G3:
[44] 2018,#highered
[42] #highered,#edtech
[27] higher,education
[25] #edtech,#highered
[24] #highered,#highereducation
[19] big,data
[19] higher,ed
[16] submit,proposal
[16] thesmoothfactor,amyredfearn
[14] #edtech,#education

Top Word Pairs in Tweet in G4:
[61] higher,education
[57] education,incarcerated
[51] imaginablefut,luminafound
[47] incarcerated,saves
[47] saves,money
[47] money,lack
[47] lack,coordination
[47] coordination,agencies
[47] agencies,corrections
[47] corrections,higher

Top Word Pairs in Tweet in G5:
[13] higher,ed
[9] join,paulquinntigers
[9] paulquinntigers,president
[9] president,michaelsorrell
[9] michaelsorrell,#proctorpowerlunch
[9] #proctorpowerlunch,lecture
[9] lecture,entitled
[9] entitled,growing
[9] growing,roses
[9] professional,reading

Top Word Pairs in Tweet in G6:
[14] silent,sam
[13] median,income
[13] income,families
[13] families,led
[13] 35,outstanding
[13] outstanding,women
[12] read,one
[12] one,#highered
[12] #highered,tweet
[12] tweet,today

Top Word Pairs in Tweet in G7:
[10] 1979,student
[10] student,work
[10] work,amounted
[10] amounted,part
[10] part,time
[10] time,summer
[10] summer,job
[10] job,pay
[10] pay,tuition
[10] tuition,costs

Top Word Pairs in Tweet in G8:
[26] gaps,#highered
[25] closing,equity
[25] equity,gaps
[25] #highered,requires
[25] requires,focus
[25] focus,policies
[25] policies,practices
[25] practices,promote
[25] promote,access
[25] access,success

Top Word Pairs in Tweet in G9:
[14] higher,education
[13] #highered,#globaled
[8] branches,world
[7] world,class
[7] #highered,#africaed
[7] timeshighered,#highered
[6] education,minister
[6] minister,agrees
[6] agrees,push
[6] push,allow

Top Word Pairs in Tweet in G10:
[8] registration,open
[8] academic,#esports
[8] #esports,conference
[8] conference,expo
[8] expo,great
[8] great,discounts
[8] discounts,those
[7] those,sign
[7] sign,early
[6] open,academic

Top Replied-To
Top Replied-To in Entire Graph:
@moodle
@acadvchat
@onemomentg
@edufi_highered
@unicatt
@scastiello
@vanvleets
@ascd
@rdscheckel
@bycdiaz

Top Replied-To in G3:
@vanvleets
@ascd
@digidaybook
@josiahway
@juandoming

Top Replied-To in G4:
@fightfortheftr

Top Replied-To in G5:
@onemomentg
@hintondm
@wzollfillgrove
@philonedtech
@drlauramackay
@joshmkim
@erichoov

Top Replied-To in G6:
@ilpoliski

Top Replied-To in G9:
@collegefix

Top Replied-To in G10:
@bridgettecram
@newengcollege

Top Mentioned
Top Mentioned in Entire Graph:
@realdrgina
@higheredsurge
@luminafound
@imaginablefut
@advancehe
@openacademics
@bookchat_
@ncanetwork
@eraser
@insidehighered

Top Mentioned in G1:
@lecturesource
@world_100

Top Mentioned in G2:
@realdrgina
@betsydevosed
@realdonaldtrump
@libertyu
@wsj
@saloveypeter

Top Mentioned in G3:
@higheredsurge
@eraser
@educause
@higheredav
@thesmoothfactor
@amyredfearn
@jjacobjenkins
@landryst
@heiscouncil
@abetaccredit

Top Mentioned in G4:
@luminafound
@imaginablefut
@hope4college
@comm_college
@tracychenmedia
@cctrustees
@dcccdgovt
@dslccprez
@pattymurray
@forbes

Top Mentioned in G5:
@chronicle
@rpr_agile
@karenraycosta
@michaelbhorn
@bryanalexander
@centerformsis
@nacac
@barbihoneycutt
@bmoesta
@joshmkim

Top Mentioned in G6:
@diverseissues
@ncpolicywatch
@aacu
@mscollegeopp
@tiabmcnair
@wustlctl
@completecollege
@gatesus
@ncstate
@collegeopp

Top Mentioned in G7:
@insidehighered
@kmishmael
@eddivehighered
@newamericaed
@eddivek12
@reploritrahan
@higheredrachel
@caseadvance
@kwalshcio
@repdean

Top Mentioned in G8:
@ncanetwork
@carriewarick
@wgu
@mil_friendly
@pulsipher_wgu
@tmcf_hbcu
@drhlwilliams
@uaspire
@niloa_web
@edtrustwest

Top Mentioned in G9:
@uniworldnews
@timeshighered
@collegefix
@cabellspublish
@johnross49
@hkadriansen
@neomabs
@georgetown
@ispoststudywork
@benoit_anger

Top Mentioned in G10:
@universitybiz
@esportschair
@straighterline
@higheredsurge
@aplu_news
@polsinelli
@washuengineers
@at_law
@milliporesigma
@uwm

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@joefreedomlove
@chidambara09
@iartg
@inspiteoftrump
@thehill
@fasting39
@pas5974
@scribbledpages1
@eraser

Top Tweeters in G1:
@realdanielglenn
@pcdnetwork
@notingshaw
@gwoodi
@junn_junn
@vladobotsvadze
@soundslikepuget
@kidadaewilliams
@chiseled_scott
@eddiefrancis

Top Tweeters in G2:
@joefreedomlove
@fasting39
@scribbledpages1
@helloteamtrump
@icare4america16
@alicia45kag
@blanken01
@sheindie
@alley167
@viriyabot

Top Tweeters in G3:
@sectest9
@chidambara09
@eraser
@itknowingness
@kimvie
@juandoming
@nancyrubin
@andrewmorrisuk
@riyadhalrifai
@neurolawguy

Top Tweeters in G4:
@inspiteoftrump
@craybo23
@sexygirl798
@lllwry
@janniaragon
@all100senators
@jeffsonstein
@laprofe63
@stfuimtweetn0_o
@dropoutnation

Top Tweeters in G5:
@iamdrwill
@10tv
@fromphdtolife
@lizgross144
@onlinecrslady
@cathyndavidson
@danielscarvalho
@bryanalexander
@akilbello
@harmonygritz

Top Tweeters in G6:
@cberrl
@cato_of_utica
@akemor
@drjlmooreiii
@louisadvotes
@syracuseu
@gregflynn
@jeremyfranklin
@ncstate
@rccatalyst

Top Tweeters in G7:
@pas5974
@cybersec_feeds
@wsj
@kgwnews
@b2community
@websecurityit
@kyduchess
@moodysinvsvc
@kmishmael
@e_j_hayes

Top Tweeters in G8:
@thesarahkelly
@lenny_mendonca
@gil_bashe
@margaretdunning
@ernestezeugo
@fan_cornell
@ncanetwork
@chrisnellum
@mrchrissoto
@aceducation

Top Tweeters in G9:
@bbcnews
@safelibraries
@annmarieamerica
@deceitindrugs
@artkeiter
@timeshighered
@mitchley
@nanwarner
@srepasky
@benoit_anger

Top Tweeters in G10:
@femtech_
@betterjobsearch
@un_women
@da_magazine
@uwm
@twmillar
@floridastate
@straighterline
@georgiastateu
@universitybiz


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