highered, Twitter, 9/17/2019 5:43:42 PM, 210061


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highered_2019-09-17_10-12-01.xlsx
highered_2019-09-17_10-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2019
Short Description:
highered via NodeXL http://bit.ly/31uXarh
@higheredsurge
@chronicle
@retrievelearn
@edudada
@eraser
@tony_jack
@highered_india
@bonni208
@npr
@mindshiftkqed

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

Description:
Description
The graph represents a network of 4,638 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, 17 September 2019 at 17:13 UTC.

The requested start date was Monday, 16 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 9-hour, 28-minute period from Tuesday, 10 September 2019 at 14:30 UTC to Sunday, 15 September 2019 at 23:59 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 : 4638
Unique Edges : 5675
Edges With Duplicates : 2220
Total Edges : 7895
Number of Edge Types : 3
Mentions : 6078
Replies to : 142
Tweet : 1675
Self-Loops : 1675
Reciprocated Vertex Pair Ratio : 0.0393505253104107
Reciprocated Edge Ratio : 0.0757213747472891
Connected Components : 849
Single-Vertex Connected Components : 357
Maximum Vertices in a Connected Component : 2241
Maximum Edges in a Connected Component : 4665
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.407977
Graph Density : 0.00025299438688175
Modularity : 0.681314
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[36] https://www.nytimes.com/interactive/2019/09/10/magazine/college-admissions-paul-tough.html
[29] https://medium.com/@eraser/blockchain-for-education-a-study-on-digital-accreditation-of-personal-and-academic-learning-278fce697b6e?source=friends_link&sk=a2e8bb89edbddeffcf8ce4f8a7c65c79
[27] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html?fbclid=IwAR0UuWrrjACCwd2OMaOABCx1w1zso9eSbGVRgO3ohkloOTF8vTWWf_l3Wa0
[26] http://e-learning-teleformacion.blogspot.com/2019/09/elearning-africa-in-review-2018.html
[21] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html
[19] https://www.usnews.com/best-colleges/rankings/national-universities
[19] https://www.usnews.com/education/best-colleges/articles/2019-09-10/how-colleges-choose-which-students-to-admit
[17] https://blog.otter.ai/studentsuseotter/
[12] https://www.ivywise.com/mailing-list/
[11] http://e-learning-teleformacion.blogspot.com/2019/05/badging-basics-beyond-digital-badging.html

Top URLs in Tweet in G1:
[29] https://medium.com/@eraser/blockchain-for-education-a-study-on-digital-accreditation-of-personal-and-academic-learning-278fce697b6e?source=friends_link&sk=a2e8bb89edbddeffcf8ce4f8a7c65c79
[26] http://e-learning-teleformacion.blogspot.com/2019/09/elearning-africa-in-review-2018.html
[11] http://e-learning-teleformacion.blogspot.com/2019/05/badging-basics-beyond-digital-badging.html
[10] http://e-learning-teleformacion.blogspot.com/2019/08/american-democracy-project-adp-american.html
[8] http://e-learning-teleformacion.blogspot.com/2019/06/la-blockchain-au-service-de-leducation.html
[8] https://twitter.com/MindShiftKQED/status/1172715353908097025MindShiftKQED
[7] http://e-learning-teleformacion.blogspot.com/2019/05/vol-15-no-08-2019-international-journal.html
[7] https://www.edsurge.com/news/2018-11-14-moving-from-face-to-face-to-online-teaching-can-be-hard-here-s-one-expert-s-advice?utm_content=buffer3a334&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[7] https://ctli.jibc.ca
[7] https://campustechnology.com/articles/2019/06/04/going-beyond-the-digital-diploma.aspx

Top URLs in Tweet in G2:
[5] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html
[4] https://www.moppenheim.tv/trump-announces-help-for-certain-historically-black-colleges/?utm_source=News&utm_medium=Twitter&utm_campaign=Education
[4] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[4] -
[4] book1.htm#.ULzcFmf77qw
[3] https://www.huronconsultinggroup.com/resources/higher-education/rethinking-four-year-on-campus-student-experience
[3] https://www.nytimes.com/2019/09/10/us/college-university-retirement-communities.html
[3] https://www.facebook.com/Career-Central-20-530366607137185/
[3] https://rebootcamp.militarytimes.com/news/transition/2019/03/21/can-extreme-sports-and-adrenaline-help-veterans-with-ptsd/
[2] https://www.huronconsultinggroup.com/resources/higher-education/building-higher-education-future-business-model

Top URLs in Tweet in G3:
[27] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html?fbclid=IwAR0UuWrrjACCwd2OMaOABCx1w1zso9eSbGVRgO3ohkloOTF8vTWWf_l3Wa0
[5] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html
[3] http://admitted.nacacnet.org/wordpress/index.php/2019/09/09/npr-podcast-promises-to-help-students-navigate-college/
[3] https://twitter.com/TheTattooedProf/status/1171494642119917569
[2] https://www.npr.org/2019/09/13/759256335/actress-felicity-huffman-sentenced-to-14-days-in-college-admissions-scandal
[2] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html?smid=tw-share
[2] http://admitted.nacacnet.org/wordpress/index.php/2019/06/04/nacacreads-author-tony-jack-to-discuss-the-privileged-poor/
[2] https://www.gayleallen.net/cm-143-paul-tough-on-how-college-makes-or-breaks-us/?utm_sq=g6u0ucyzqd
[2] https://www.nacacnet.org/globalassets/documents/publications/international-initiatives/giua2019.pdf
[2] https://www.uncf.org/wp-content/uploads/PATW_Report_FINAL0919.pdf

Top URLs in Tweet in G4:
[3] https://thriveglobal.com/stories/is-india-leading-the-digital-revolution-in-2019/
[3] http://bit.ly/100DaysofMHRD
[2] https://m.jagranjosh.com/news/iit-madras-to-collaborate-with-cii-for-promoting-innovative-green-startups-151400
[2] https://mahitee.com/read/business/signs-that-indicate-you-should-be-an-entrepreneur
[2] https://thinkzone.in/?p=102
[2] http://www.forbesindia.com/article/startups/spacetech-startups-in-india-are-gaining-ground/55181/1
[2] https://www.mygov.in/task/design-mascot-census-2021/
[2] http://jan-sampark.nic.in/campaigns/2019/12-Sep/MyGov/index.html
[2] https://www.thehindubusinessline.com/news/real-estate/co-living-presents-the-next-multi-billion-dollar-opportunity-for-start-ups/article26866456.ece
[1] https://twitter.com/timane/status/1171392687104151552?s=19

Top URLs in Tweet in G5:
[3] https://edtrust.org/resource/broken-mirrors-latino-representation/
[2] https://edtrust.org/the-equity-line/6-ways-to-make-dual-enrollment-programs-equitable/
[2] https://www.youtube.com/watch?v=6deHPU_fnkk&feature=youtu.be

[2] https://www.newamerica.org/education-policy/reports/varying-degrees-2019/
[2] https://www.youtube.com/watch?v=bDQ34ehW_vE

[2] https://www.buzzfeed.com/echooo17/answer-these-8-questions-to-see-if-you-can-guess-w-di3vdygjse?utm_source=dynamic&utm_campaign=bfsharecopy
[2] https://www.newamerica.org/in-depth/varying-degrees/
[2] https://twitter.com/evccprez/status/1172202331183734786
[1] https://s3-us-east-2.amazonaws.com/edtrustmain/wp-content/uploads/2014/09/17132408/Race_Admissions_InfoGraphic_5-01.png
[1] https://t.co/MbHfKqKptQ

Top URLs in Tweet in G6:
[4] https://www.jdsupra.com/legalnews/the-higher-ed-model-for-cybersecurity-31749/
[3] https://edtechmagazine.com/higher/article/2019/09/universities-embrace-virtual-desktop-infrastructure-serve-students?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://theprint.in/india/education/b-tech-m-tech-not-enough-to-teach-engineering-aspirants-will-now-have-to-pass-exam/290251/
[3] https://lesley.interviewexchange.com/jobofferdetails.jsp;jsessionid=95A4CB1C484B6EAEBEB30609E270DE99?JOBID=115781
[2] https://www.secureworks.com/blog/cobalt-dickens-goes-back-to-school-again
[2] https://twitter.com/drewmcarter/status/1172986692598403073
[2] https://amplify.hpe.com/Article/Redirect/0d1509a8-2d10-47a5-a182-4d13e407ef5e?uc=90861&g=20692964-0273-48ab-8083-43a05eaf1abd&f=1286767
[1] https://edtechmagazine.com/higher/article/2019/08/smart-city-and-smart-campus-collaborations-move-communities-forward?utm_content=100945573&utm_medium=social&utm_source=twitter&hss_channel=tw-4688308651
[1] https://edtechmagazine.com/higher/article/2018/05/higher-education-and-k-12-form-partnerships-help-educators-and-learners?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://edtechmagazine.com/higher/article/2019/09/screen-mirroring-screencasting-and-screen-sharing-higher-education-perfcon?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G7:
[5] https://twitter.com/micah_goodrich/status/1172173949343428608
[3] https://diverseeducation.com/article/154806/#.XXwLa0RM8jI.twitter
[3] https://diverseeducation.com/article/154814/#.XXwMQsMm5rQ.twitter
[3] https://twitter.com/humanitiesremix/status/1171454427326103554
[3] https://www.thurstontalk.com/2019/09/09/washington-monthly-names-evergreen-best-in-nation-in-masters-university-category/
[2] https://diverseeducation.com/article/154409/#.XXe7ffULxxg.twitter
[2] https://diverseeducation.com/article/154456/#.XXe8NoX709U.twitter
[2] https://diverseeducation.com/article/154732/#.XXsF5Y75bTs.twitter
[2] https://diverseeducation.com/article/154737/#.XXsH8-e-y_Y.twitter
[2] https://twitter.com/mikekrauseTN/status/1172284659042050048

Top URLs in Tweet in G8:
[7] https://blogs.lse.ac.uk/impactofsocialsciences/?p=36217
[7] https://blogs.lse.ac.uk/impactofsocialsciences/?p=35203
[2] https://www.westga.edu/~distance/ojdla/fall223/waldner_mcdaniel_esteves223.html
[1] https://id.elsevier.com/as/authorization.oauth2?platSite=SD%2Fscience&scope=openid+email+profile+els_auth_info+urn%3Acom%3Aelsevier%3Aidp%3Apolicy%3Aproduct%3Ainst_assoc&response_type=code&redirect_uri=https%3A%2F%2Fwww.sciencedirect.com%2Fuser%2Fidentity%2Flanding&authType=SINGLE_SIGN_IN&prompt=none&client_id=SDFE-v3&state=retryCounter%3D0%26csrfToken%3D71cab839-0f2c-4144-97a4-fb473db92259%26idpPolicy%3Durn%253Acom%253Aelsevier%253Aidp%253Apolicy%253Aproduct%253Ainst_assoc%26returnUrl%3D%252Fscience%252Farticle%252Fabs%252Fpii%252FS0191491X16300323%26prompt%3Dnone%26cid%3Darp-5c4f7937-c7d4-4883-98e6-fd18be52fc36
[1] https://www.westga.edu/~distance/ojdla/fall223/martin_wang_budhrani_moore_jokiaho223.html
[1] https://www.westga.edu/~distance/ojdla/fall223/parsons_shelton223.html
[1] https://www.westga.edu/~distance/ojdla/fall223/strose_moore223.html
[1] https://www.westga.edu/~distance/ojdla/fall223/cooper_lasterloftus_mandernach223.html
[1] https://www.westga.edu/~distance/ojdla/fall223/bove_conklin223.html
[1] https://twitter.com/edifiedlistener/status/1172507577680351233

Top URLs in Tweet in G9:
[3] https://www.moodys.com/researchdocumentcontentpage.aspx?docid=PBM_1194397
[2] https://blog.sparkpe.org/sparks-30-year
[2] https://sparkpe.org/
[2] https://www.insidehighered.com/news/2019/09/13/deadline-nears-congress-extend-funding-hbcus#.XX4b2aJ8260.twitter
[2] https://www.greensboro.com/news/education/getting-a-handle-on-hunger-uncg-helps-food-insecure-students/article_3cbd12bd-7eff-53f2-9ea6-4ecca051467f.html
[1] https://twitter.com/cahperd/status/1171457948272353280
[1] https://twitter.com/OKhighered/status/1172625596192559105
[1] https://www.apnews.com/ae0717f2338c44c69449b3b7e6921203
[1] https://diverseeducation.com/article/154556/#.XXgqNzYQeRs.twitter
[1] https://www.usatoday.com/story/entertainment/celebrities/2019/09/13/felicity-huffmans-sentenced-college-admissions-scandal/2284438001/

Top URLs in Tweet in G10:
[2] https://www.educationnext.org/truth-behind-adjunct-horror-story-adjunct-underclass-herb-childress-review/
[2] https://www.educationnext.org/bipartisan-bill-would-set-rules-income-share-agreements/
[2] https://twitter.com/PrestonCooper93/status/1172496903013056512
[1] https://www.jamesgmartin.center/2019/09/advising-and-peer-connections-helping-transfer-students-earn-a-college-degree/#.XXfmMYMgCDI.twitter
[1] https://workforce.org/isa/
[1] https://twitter.com/meghanelustig/status/1172171535903330313
[1] https://www.arnoldventures.org/stories/our-experts-weigh-in-on-the-third-presidential-debate
[1] https://www.arnoldventures.org/stories/nine-community-colleges-set-out-to-make-big-gains-in-retention-and-graduation
[1] https://www.nytimes.com/interactive/2019/09/10/magazine/college-inequality.html?smid=tw-share
[1] https://twitter.com/aspenascend/status/1172546672502726662

Top Domains
Top Domains in Tweet in Entire Graph:
[359] twitter.com
[189] blogspot.com
[167] edsurge.com
[113] nytimes.com
[77] insidehighered.com
[69] medium.com
[63] careerarc.com
[45] theguardian.com
[41] linkedin.com
[41] ac.uk

Top Domains in Tweet in G1:
[178] blogspot.com
[157] edsurge.com
[65] medium.com
[44] twitter.com
[28] insidehighered.com
[14] campustechnology.com
[13] chronicle.com
[8] jibc.ca
[7] edtechmagazine.com
[6] linkedin.com

Top Domains in Tweet in G2:
[56] careerarc.com
[53] twitter.com
[32] theguardian.com
[29] lgbtinhighered.com
[19] insidehighered.com
[16] linkedin.com
[15] nytimes.com
[12] dy.si
[10] idatainc.com
[9] cursivecontent.com

Top Domains in Tweet in G3:
[40] nytimes.com
[11] twitter.com
[7] nacacnet.org
[3] insidehighered.com
[3] gayleallen.net
[2] npr.org
[2] theatlantic.com
[2] dy.si
[2] uncf.org
[1] kqed.org

Top Domains in Tweet in G4:
[6] twitter.com
[6] gov.in
[4] bit.ly
[3] thriveglobal.com
[2] jagranjosh.com
[2] mahitee.com
[2] thinkzone.in
[2] forbesindia.com
[2] mygov.in
[2] nic.in

Top Domains in Tweet in G5:
[9] twitter.com
[7] newamerica.org
[5] edtrust.org
[5] youtube.com
[3] insidehighered.com
[2] higherlearningadvocates.org
[2] buzzfeed.com
[1] amazonaws.com
[1] t.co
[1] washingtonpost.com

Top Domains in Tweet in G6:
[14] edtechmagazine.com
[12] hpe.com
[7] voicestorm.com
[6] twitter.com
[4] jdsupra.com
[3] theprint.in
[3] secureworks.com
[3] po.st
[3] interviewexchange.com
[2] educause.edu

Top Domains in Tweet in G7:
[20] twitter.com
[17] diverseeducation.com
[4] thurstontalk.com
[2] californiacompetes.org
[2] newamerica.org
[1] landed.com
[1] hyperallergic.com
[1] insidehighered.com
[1] geekwire.com
[1] gonzagabulletin.com

Top Domains in Tweet in G8:
[14] ac.uk
[7] westga.edu
[1] elsevier.com
[1] twitter.com

Top Domains in Tweet in G9:
[5] twitter.com
[4] sparkpe.org
[4] moodys.com
[3] ow.ly
[2] insidehighered.com
[2] greensboro.com
[1] apnews.com
[1] diverseeducation.com
[1] usatoday.com
[1] nytimes.com

Top Domains in Tweet in G10:
[4] educationnext.org
[4] twitter.com
[4] prsa.org
[2] jamesgmartin.center
[2] arnoldventures.org
[2] sandiegouniontribune.com
[1] workforce.org
[1] nytimes.com
[1] shareaholic.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3385] highered
[295] education
[278] college
[268] highereducation
[267] edtech
[154] elearning
[138] university
[87] edchat
[81] tech
[79] blockchain



Top Hashtags in Tweet in G1:
[558] highered
[169] edtech
[161] education
[128] elearning
[106] highereducation
[76] university
[72] blockchain
[61] universidad
[61] tic
[58] tech

Top Hashtags in Tweet in G2:
[503] highered
[38] college
[27] highereducation
[26] edchat
[25] education
[17] university
[13] edtech
[11] elearning
[11] students
[11] studentsuccess

Top Hashtags in Tweet in G3:
[138] highered
[25] college
[14] nacacreads
[14] theprivilegedpoor
[8] edchat
[8] hbcu
[7] textbooks
[7] housing
[7] food
[5] education

Top Hashtags in Tweet in G4:
[17] india
[14] education
[13] startups
[13] highered
[7] engineersday
[6] entrepreneurs
[6] 100daysofmhrd
[5] startup
[5] latam
[4] social

Top Hashtags in Tweet in G5:
[125] highered
[18] varyingdegrees
[12] todaysstudents
[5] latino
[5] college
[5] studentparents
[5] dorian
[5] k12
[3] dualenrollment
[3] brokenmirrors

Top Hashtags in Tweet in G6:
[53] highered
[24] cybersecurity
[7] cdwsocial
[5] iot
[4] esports
[4] highereducation
[4] infosec
[4] studentsuccess
[4] firstgen
[3] education

Top Hashtags in Tweet in G7:
[77] highered
[5] raceb4race
[5] shakesrace
[4] edequity
[4] varyingdegrees
[3] latinx
[3] bias
[3] hbcus
[3] 2019hbcuweek
[3] udl

Top Hashtags in Tweet in G8:
[27] highered
[7] ojdla
[6] elearning
[5] digped
[5] disrupttexts
[5] cleartheair
[3] distanceeducation
[3] pcf9
[2] edtech
[1] edchat

Top Hashtags in Tweet in G9:
[35] highered
[20] bestcolleges
[18] socialmobility
[10] highereducation
[8] louisiana
[4] physed
[4] lsu
[2] fitness
[2] pegeeks
[2] healthed

Top Hashtags in Tweet in G10:
[34] highered
[5] studentparents
[4] prsa
[4] pr
[3] studentparent
[3] communications
[2] edchat
[2] incomeshareagreement
[2] isas
[2] isa

Top Words
Top Words in Tweet in Entire Graph:
[4185] Words in Sentiment List#1: Positive
[1595] Words in Sentiment List#2: Negative
[19] Words in Sentiment List#3: Angry/Violent
[114666] Non-categorized Words
[120446] Total Words
[3382] #highered
[851] students
[497] more
[457] college
[456] education

Top Words in Tweet in G1:
[558] #highered
[172] eraser
[169] #edtech
[161] #education
[156] education
[151] higheredsurge
[141] learning
[128] #elearning
[122] 2018
[121] students

Top Words in Tweet in G2:
[502] #highered
[87] students
[87] college
[57] education
[56] more
[52] university
[48] job
[38] #college
[38] student
[37] out

Top Words in Tweet in G3:
[138] #highered
[75] students
[68] tony_jack
[44] college
[33] read
[31] nacac
[26] nyashajunior
[25] #college
[25] book
[24] mindshiftkqed

Top Words in Tweet in G4:
[75] gt
[20] क
[18] india
[17] #india
[14] #education
[13] #startups
[13] start
[13] #highered
[13] iau_aiu
[12] ह

Top Words in Tweet in G5:
[125] #highered
[37] student
[35] students
[23] colleges
[22] report
[20] new
[20] more
[19] out
[18] above
[18] #varyingdegrees

Top Words in Tweet in G6:
[53] #highered
[36] edtech_highered
[24] #cybersecurity
[20] security
[18] heiscouncil
[16] out
[14] network
[13] upgrade
[12] ubuffalo
[12] plan

Top Words in Tweet in G7:
[77] #highered
[33] s
[14] report
[14] luminafound
[13] debrahumphreys
[12] students
[12] quality
[11] black
[10] diverseissues
[10] working

Top Words in Tweet in G8:
[58] learning
[57] students
[55] perceive
[55] better
[55] teacher
[55] mean
[55] necessarily
[55] more
[55] meta
[55] analysis

Top Words in Tweet in G9:
[35] #highered
[28] uncg
[25] year
[23] usnews
[21] 1
[20] again
[20] #bestcolleges
[19] make
[19] #
[18] list

Top Words in Tweet in G10:
[34] #highered
[17] students
[13] need
[12] arnold_ventures
[11] colleges
[10] demos_org
[9] financial
[9] more
[9] new
[8] education

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[194] higher,education
[157] #highered,#highereducation
[121] check,out
[71] higher,ed
[63] #highereducation,#highered
[62] learn,more
[61] #college,historically
[61] historically,paid
[61] paid,changing
[61] changing,panelists

Top Word Pairs in Tweet in G1:
[73] #highered,#highereducation
[61] 2018,#highered
[54] higher,education
[47] blockchain,education
[35] eraser,blockchain
[34] #edtech,#highered
[31] #elearning,#mlearning
[29] big,data
[29] education,study
[29] study,digital

Top Word Pairs in Tweet in G2:
[23] higher,education
[17] great,fit
[17] santa,clara
[16] #highered,#highereducation
[16] want,work
[15] oklahoma,city
[13] #college,#university
[11] part,time
[10] #highered,#college
[10] job,opening

Top Word Pairs in Tweet in G3:
[29] tony_jack,#highered
[27] read,tony_jack
[26] nyashajunior,read
[16] mindshiftkqed,think
[16] think,landing
[16] landing,coveted
[16] coveted,#college
[16] #college,spot
[16] spot,golden
[16] golden,ticket

Top Word Pairs in Tweet in G4:
[40] gt,gt
[7] cc,gt
[7] start,ups
[6] क,क
[5] द,क
[5] m,visvesvaraya
[5] birth,anniversary
[5] worldwide,view
[5] view,#highered
[5] #highered,news

Top Word Pairs in Tweet in G5:
[13] #highered,institutions
[12] child,care
[11] check,out
[11] one,things
[11] things,really
[11] really,hurt
[11] hurt,#highered
[11] #highered,putting
[11] putting,responsibility
[11] responsibility,social

Top Word Pairs in Tweet in G6:
[13] out,edtech_highered
[12] ubuffalo,plan
[12] plan,network
[12] network,upgrade
[12] upgrade,arubanetworks
[12] arubanetworks,find
[12] find,out
[8] colleges,universities
[8] join,peers
[8] peers,reach

Top Word Pairs in Tweet in G7:
[9] quality,#highered
[7] #highered,defined
[7] defined,prestige
[7] prestige,exclusivity
[7] exclusivity,ve
[7] ve,working
[7] working,past
[7] past,year
[7] year,new
[7] publishing,luminafound

Top Word Pairs in Tweet in G8:
[55] students,perceive
[55] perceive,better
[55] better,teacher
[55] teacher,mean
[55] mean,necessarily
[55] necessarily,learning
[55] learning,more
[55] more,meta
[55] meta,analysis
[54] courosa,students

Top Word Pairs in Tweet in G9:
[20] usnews,#bestcolleges
[18] make,usnews
[18] #bestcolleges,list
[18] list,again
[18] again,year
[18] year,ranked
[18] ranked,#
[18] #,1
[18] 1,#socialmobility
[18] #socialmobility,north

Top Word Pairs in Tweet in G10:
[8] financial,aid
[7] higher,education
[6] experts,weigh
[6] weigh,last
[6] last,night's
[6] night's,debate
[6] debate,hear
[6] hear,nuances
[6] nuances,evidence
[6] evidence,injected

Top Replied-To
Top Replied-To in Entire Graph:
@edtech_highered
@highered_cb
@fmarmole
@aauw
@kiftsally
@profmadams
@jonpowles
@hmc_highered
@srebdocsch
@wacadawisconsin

Top Replied-To in G1:
@wcet_info
@quinnovator
@bonstewart
@alfanarmedia
@karenraycosta
@greeneterry
@bali_maha
@drjasonjohnson
@stephtikkanen

Top Replied-To in G3:
@tony_jack

Top Replied-To in G4:
@fmarmole
@piyushgoyal
@unicatt

Top Replied-To in G5:
@wesleywhistle
@elissanadworny
@holoniq

Top Replied-To in G6:
@edtech_highered
@peakshadowlol
@drewmcarter
@ryancatherwood
@drbbourke

Top Replied-To in G7:
@onlinecrslady
@emilyrandallwa
@unibcarlson

Top Replied-To in G9:
@highered_rob
@feartheshako
@rkelchen
@loganmbooker

Top Replied-To in G10:
@edhidalgosd
@arielventura_

Top Mentioned
Top Mentioned in Entire Graph:
@eraser
@higheredsurge
@tony_jack
@merrilllynch
@courosa
@edtech_highered
@edexcelencia
@insidehighered
@durhamsociology
@solgamsu

Top Mentioned in G1:
@eraser
@higheredsurge
@insidehighered
@elaconference
@bonni208
@chronicle
@wcet_info
@retrievelearn
@educause
@14prinsp

Top Mentioned in G2:
@chiseled_scott
@cursivecontent
@skrabut
@centurycollege
@vladobotsvadze
@vets4careered
@hollaka_hollala
@tiaainstitute
@enginstructor1

Top Mentioned in G3:
@tony_jack
@nacac
@nyashajunior
@mindshiftkqed
@npr
@nytimes
@paultough
@sonjaardoin
@uncf
@caitlinzaloom

Top Mentioned in G4:
@timane
@hrdministry
@iau_aiu
@highered_india
@nitiaayog
@highered_unesco
@sanjaydhotremp
@wbg_education
@aimtoinnovate
@drrpnishank

Top Mentioned in G5:
@refuturing
@newamericaed
@bakerdphd
@treindl71
@allangolston
@thirdwayedu
@edtrust
@usgao
@usedgov
@claremccann

Top Mentioned in G6:
@edtech_highered
@heiscouncil
@ubuffalo
@arubanetworks
@cdwcorp
@agarry22
@edscoop_news
@secureworks
@jdsupra
@riceuniversity

Top Mentioned in G7:
@luminafound
@debrahumphreys
@diverseissues
@unibcarlson
@meotti
@drkwheatle
@calcompetes
@newamericaed
@pulsipher_wgu
@frankhwu

Top Mentioned in G8:
@courosa
@lseimpactblog
@edifiedlistener
@flaterik3
@14prinsp

Top Mentioned in G9:
@uncg
@usnews
@johnnewsomnr
@sparkphysed
@justinortagus
@xiaodanh
@ucmerced
@gophersport
@aera_edresearch
@moodysuspubfin

Top Mentioned in G10:
@arnold_ventures
@educationnext
@tcfdotorg
@rooseveltinst
@demos_org
@jarobinson1
@ucsandiego
@ucsdextension
@aspenascend
@waketechcc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@federicoalves
@theagood
@solutioneer72
@independent
@gamergeeknews
@coopmike48
@raybae689
@telstra
@chidambara09

Top Tweeters in G1:
@gamergeeknews
@eraser
@calcaware
@santchiweb
@juandoming
@cnbc
@bar_zie
@torontostar
@aldo_zaffalon
@anacristinaprts

Top Tweeters in G2:
@hollaka_hollala
@gwoodi
@seni_bl
@rautsan
@thatgirlmystic
@vladobotsvadze
@chiseled_scott
@drleekeyes
@kerrywekelo
@dcolgren

Top Tweeters in G3:
@yayayarndiva
@katelaity
@nytimes
@markburgerenerg
@csmonitor
@dvanhook822
@sds_sunlight
@cosmomaniabruce
@reesetheone1
@euphoriceuler

Top Tweeters in G4:
@ndtv
@dna
@ani
@toiindianews
@pib_india
@digitaltrends
@wionews
@yourstoryco
@allstartupsin
@agri_updates

Top Tweeters in G5:
@docfreeride
@lizl_genealogy
@amethystmimosa
@moniorti
@drmav
@liminal
@kmishmael
@slaughteram
@refuturing
@newamerica

Top Tweeters in G6:
@sectest9
@cybersec_feeds
@jdsupra
@gate_15_analyst
@cybersecupdate
@fontaine_ch
@dell
@doctorjonpaul
@infosecsherpa
@princeton

Top Tweeters in G7:
@pennlive
@craigjo80374965
@hfdavis
@manifattura40
@worldprofessor
@profkfh
@eins_institute
@adrianh
@bryanalexander
@trish_crain

Top Tweeters in G8:
@muralipiyer
@korytellers
@evidencerobot
@schleiderjustin
@courosa
@helenrogers19c
@joanvinallcox
@margymaclibrary
@mrterborg
@tweetinchar

Top Tweeters in G9:
@nancyrubin
@ap
@topolk
@usnews
@garylgray
@alani_alderman
@hiphopprez
@ufuk89486848
@moelove_x3
@nyandy777

Top Tweeters in G10:
@jennykim
@evan7257
@sdut
@dreamvillecoach
@mdrc_news
@allenac009
@demos_org
@educationnext
@tcfdotorg
@waketechcc


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