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highered_2019-09-09_14-20-37.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 09, 2019
Short Description:
highered via NodeXL http://bit.ly/31bpSx9
@cmdatascoop
@higheredsurge
@eraser
@highered_india
@edtech_highered
@edubot_he
@edsurge
@theeaie
@scalarhumanity
@insidehighered

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

Description:
Description
The graph represents a network of 4,494 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, 09 September 2019 at 21:22 UTC.

The requested start date was Monday, 09 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 3-day, 22-hour, 49-minute period from Thursday, 05 September 2019 at 01:10 UTC to Sunday, 08 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 : 4494
Unique Edges : 5512
Edges With Duplicates : 2322
Total Edges : 7834
Number of Edge Types : 3
Mentions : 5905
Tweet : 1769
Replies to : 160
Self-Loops : 1769
Reciprocated Vertex Pair Ratio : 0.0365662886194759
Reciprocated Edge Ratio : 0.0705527259007734
Connected Components : 845
Single-Vertex Connected Components : 366
Maximum Vertices in a Connected Component : 2071
Maximum Edges in a Connected Component : 4521
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.234967
Graph Density : 0.000262535669638307
Modularity : 0.67016
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] http://e-learning-teleformacion.blogspot.com/2019/08/innovative-teaching-in-higher-education.html
[17] http://e-learning-teleformacion.blogspot.com/2019/09/iot-based-students-interaction.html
[16] http://e-learning-teleformacion.blogspot.com/2019/08/american-democracy-project-adp-american.html
[15] http://e-learning-teleformacion.blogspot.com/2019/08/changing-game-in-education-through.html
[15] http://e-learning-teleformacion.blogspot.com/2019/09/the-evolution-of-big-data-and-learning.html
[12] https://www.myfrugalbusiness.com/2019/04/what-skills-does-mba-give-you.html
[11] https://www.cmrubinworld.com/supporting-pathways-to-leadership/
[11] https://www.ivywise.com/mailing-list/
[10] http://e-learning-teleformacion.blogspot.com/2018/04/educational-research-and-innovation.html
[10] http://e-learning-teleformacion.blogspot.com/2019/08/volume-50-issue-4-bejet-british-journal.html

Top URLs in Tweet in G1:
[23] http://e-learning-teleformacion.blogspot.com/2019/08/innovative-teaching-in-higher-education.html
[17] http://e-learning-teleformacion.blogspot.com/2019/09/iot-based-students-interaction.html
[16] http://e-learning-teleformacion.blogspot.com/2019/08/american-democracy-project-adp-american.html
[15] http://e-learning-teleformacion.blogspot.com/2019/08/changing-game-in-education-through.html
[14] http://e-learning-teleformacion.blogspot.com/2019/09/the-evolution-of-big-data-and-learning.html
[11] https://www.ivywise.com/mailing-list/
[10] http://e-learning-teleformacion.blogspot.com/2018/04/educational-research-and-innovation.html
[10] http://e-learning-teleformacion.blogspot.com/2019/08/volume-50-issue-4-bejet-british-journal.html
[9] http://e-learning-teleformacion.blogspot.com/2018/04/the-roles-of-artificial-intelligence-in.html
[8] https://edtechmagazine.com/higher/article/2019/09/screen-mirroring-screencasting-and-screen-sharing-higher-education-perfcon

Top URLs in Tweet in G2:
[3] https://www.technologyreview.com/f/612293/mit-has-just-announced-a-1-billion-plan-to-create-a-new-college-for-ai/
[3] https://blog.simonassociates.net/how-a-blue-ocean-strategy-is-right-for-delaware-valley-university?utm_campaign=Higher
[3] Education
[3] Lead
[3] GED
[3] http://e-learning-teleformacion.blogspot.com/2019/06/robot-proof-higher-education-in-age-of.html
[3] https://www.mcsweeneys.net/articles/honest-academic-job-postings
[3] http://womenspowerbook.org/Style-of-empowered-powerful-women-is-empowering
[3] -
[3] book1.htm#.ULzcFmf77qw

Top URLs in Tweet in G3:
[3] https://edtechmagazine.com/higher/article/2019/09/10-innovative-it-projects-inspire-you-fall?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://www.thetechedvocate.org/the-internet-of-things-for-education-a-brief-guide/?utm_campaign=Thought%20Leadership&utm_content=100162047&utm_medium=social&utm_source=twitter&hss_channel=tw-18199969
[2] https://edtechmagazine.com/higher/article/2019/09/10-innovative-it-projects-inspire-you-fall
[2] https://twitter.com/EdTech_HigherEd/status/1169630064700469249
[2] https://er.educause.edu/blogs/2019/8/educause-interesting-policy-reads-august-30-2019
[2] https://www.jenzabar.com/blog/enhancing-academic-planning-for-better-student-success?utm_campaign=Jenzabar%20One&utm_content=100253684&utm_medium=social&utm_source=twitter&hss_channel=tw-18199969
[1] https://edtechmagazine.com/higher/article/2019/07/ai-has-potential-ease-campus-budget-burdens
[1] https://edtechmagazine.com/higher/article/2019/08/early-adopters-pioneer-virtual-reality-use-higher-education?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://edtechmagazine.com/higher/article/2019/08/what-can-real-time-data-analytics-do-higher-education-perfcon?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://edtechmagazine.com/higher/article/2018/03/5-technology-tools-higher-education-classroom-perfcon?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G4:
[7] https://www.theatlantic.com/ideas/archive/2019/09/17-questions-every-college-should-be-asking/597310/
[6] https://www.theatlantic.com/entertainment/archive/2019/09/jennine-capo-crucet-my-time-among-the-whites-excerpt/597277/
[5] https://twitter.com/BC_CIHE/status/1168907166956347394
[3] https://docs.google.com/spreadsheets/d/1ks8ibsfSFgCpxAFlvTeeiNgx1Q4cqZDdV5ZiZvl253s/edit?usp=sharing
[3] http://cew.georgetown.edu/pell20.
[2] https://twitter.com/center_higher/status/1169767215677227010
[2] https://www.eventbrite.com/e/uia-proactive-advising-public-learning-event-tickets-66482335455
[2] https://madmimi.com/p/5745ee
[2] https://www.theatlantic.com/ideas/archive/2019/09/17-questions-every-college-should-be-asking/597310/?utm_source=twitter&utm_medium=social&utm_campaign=share
[1] http://philanthropynewsdigest.org/news/otis-college-of-art-and-design-receives-2.5-million-bequest?hootPostID=bee736ae0e0f8cecbdc64795c6cffb83

Top URLs in Tweet in G5:
[4] https://www.educationdive.com/news/5-issues-college-leaders-will-confront-this-year/562057/
[4] https://www.educationdive.com/news/tech-giants-and-2-year-colleges-are-teaming-up-to-teach-in-demand-skills/562225/
[3] https://www.educationdive.com/news/aramark-to-offer-meal-kits-in-university-dining-plans/562309/
[3] https://www.educationdive.com/news/report-highlights-tribal-colleges-close-ties-to-communities/562246/
[2] https://www.abc10.com/article/news/education/why-its-a-great-time-to-be-a-part-of-a-community-college-in-california/103-c18eb59f-86c4-48dc-be12-59db66f8914e
[2] https://iwpr.org/get-involved/events/event-capitol-hill-briefing-on-college-students-who-are-parents/
[2] https://www.educationdive.com/news/breaking-michigan-state-fined-45-million-over-nassar-scandal/562314/
[2] https://s3.goeshow.com/dream/annual/2020/index.cfm
[2] https://www.gallup.com/education/265913/tribal-college-university-alumni-outcomes.aspx
[2] https://www.edsurge.com/news/2019-08-29-report-declining-community-college-enrollment-worries-workforce-experts?utm_campaign=site&utm_content=share-831

Top URLs in Tweet in G6:
[6] https://terminalfour.typeform.com/to/ZryVfY
[4] https://www.surveymonkey.com/r/28DG68H?utm_content=buffera9ac1&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[3] https://www.surveymonkey.com/r/28DG68H?utm_content=buffer81f2b&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[2] https://www.higheredjobs.com/details.cfm?JobCode=177078514
[2] https://www.higheredjobs.com/details.cfm?JobCode=177083019
[2] https://blog.cbs.dk/inframethodology/?p=2637
[2] https://www.ewa.org/ewa-radio/higher-ed-stories-you-need-know-about
[2] https://www.nytimes.com/2019/08/28/opinion/how-to-cut-college-dropout-rates.html
[1] https://www.terminalfour.com/blog/posts/the-art-and-science-of-creating-a-great-search-experience-for-your-university.html?utm_source=social&utm_medium=twitter&utm_campaign=blog&utm_term=Site
[1] Search&utm_content=05092019

Top URLs in Tweet in G7:
[2] https://studyinternational.com/news/uk-visa-chinese-students/
[2] https://www.timeshighereducation.com/features/are-leaders-overseas-good-universities
[2] https://www.studyinternational.com/news/data-universities-europe/
[2] https://www.timeshighereducation.com/news/many-universities-going-backwards-gender-equality-science?utm_content=buffer6652c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.timeshighereducation.com/news/many-universities-going-backwards-gender-equality-science
[2] https://blog.otter.ai/how-students-are-using-otter-in-and-out-of-the-classroom/
[2] https://www.timeshighereducation.com/news/poor-supervisor-relationships-hitting-postgraduate-mental-health
[1] https://studyinternational.com/news/canada-study-permit-rejection/
[1] https://studyinternational.com/news/best-us-colleges-2019-student-engagment/
[1] https://www.wsj.com/articles/the-top-ranked-college-is-11567639507?mod=e2tw

Top URLs in Tweet in G8:
[4] https://byq6z.app.goo.gl/3tfxN
[4] https://www.insidehighered.com/news/2019/09/06/expansion-chatbots-higher-ed
[2] https://byq6z.app.goo.gl/3ATqS
[2] https://byq6z.app.goo.gl/g3ure
[2] https://byq6z.app.goo.gl/EBp7h
[2] https://byq6z.app.goo.gl/FnfCN
[2] https://byq6z.app.goo.gl/PmhJn
[2] https://byq6z.app.goo.gl/81UPB
[2] https://byq6z.app.goo.gl/ZSFTz
[2] https://byq6z.app.goo.gl/KrkiR

Top URLs in Tweet in G9:
[5] https://www.forbes.com/sites/marvinkrislov/2019/08/27/how-we-build-resilience-at-college-and-at-home/#d44cafa44b52
[3] https://www.mheducation.com/highered/ideas/critical-thinking/break-the-cycle-of-classroom-hand-holding-teach-independence
[2] https://taskandpurpose.com/army-nco-bachelor-degree
[2] https://www.mheducation.com/highered/ideas/inspired
[2] https://www.mheducation.com/highered/ideas/college-social-life/9-tips-for-managing-stress
[2] https://www.mheducation.com/highered/ideas/diversity-inclusion/3-steps-to-construct-an-empathic-classroom
[2] https://www.mheducation.com/highered/services/corequisite-implementation-guide.html
[2] https://www.forbes.com/sites/alisongriffin/2019/09/04/the-untapped-potential-of-parent-learners
[2] https://www.mheducation.com/highered/ideas/online-education/best-practices-for-engaging-students-online-face-to-face
[2] https://www.mheducation.com/highered/ideas/critical-thinking/3-steps-to-teaching-students-independence

Top URLs in Tweet in G10:
[3] https://usccareers.usc.edu
[2] https://www.teckedin.com/
[2] https://universitybusiness.com/2-big-ways-campus-offices-are-collaborating-in-the-name-of-student-success
[2] http://www.prweb.com/releases/2019/08/prweb16539531.htm
[2] https://hechingerreport.org/college-dreams-often-melt-away-in-summer-months-near-peer-counseling-is-helping-keep-them-alive/
[1] https://universitybusiness.com/ub-op-ed-do-you-know-the-provenance-of-your-institutions-fine-art/?utm_campaign=Higher%20Ed%20Campaign&utm_content=100084095&utm_medium=social&utm_source=twitter&hss_channel=tw-196210395
[1] https://www.intellis.io/blog/capital-planning-for-colleges-and-universities?utm_campaign=Higher%20Ed%20Campaign&utm_content=99039080&utm_medium=social&utm_source=twitter&hss_channel=tw-196210395
[1] https://universitybusiness.com/weathering-the-storm
[1] https://universitybusiness.com/5-ways-colleges-are-upgrading-classroom-acoustics/
[1] https://universitybusiness.com/big-boxes-bulk-campus-retail?oly_enc_id=3914G4515589A2X

Top Domains
Top Domains in Tweet in Entire Graph:
[321] twitter.com
[224] blogspot.com
[154] edsurge.com
[72] careerarc.com
[50] insidehighered.com
[48] linkedin.com
[42] medium.com
[41] theguardian.com
[38] educationdive.com
[37] mheducation.com

Top Domains in Tweet in G1:
[212] blogspot.com
[144] edsurge.com
[39] medium.com
[19] twitter.com
[16] ivywise.com
[13] insidehighered.com
[13] linkedin.com
[13] bit.ly
[11] edtechmagazine.com
[8] echo360.com

Top Domains in Tweet in G2:
[72] careerarc.com
[67] twitter.com
[30] lgbtinhighered.com
[29] theguardian.com
[21] idatainc.com
[17] linkedin.com
[11] insidehighered.com
[8] nytimes.com
[8] cursivecontent.com
[8] youtube.com

Top Domains in Tweet in G3:
[19] edtechmagazine.com
[7] po.st
[7] voicestorm.com
[5] twitter.com
[5] educause.edu
[5] jenzabar.com
[3] thetechedvocate.org
[2] kivuto.com
[2] harvard.edu
[1] nytimes.com

Top Domains in Tweet in G4:
[16] theatlantic.com
[13] twitter.com
[4] georgetown.edu
[3] google.com
[2] philanthropynewsdigest.org
[2] typepad.com
[2] academicimpressions.com
[2] eventbrite.com
[2] madmimi.com
[1] washingtonpost.com

Top Domains in Tweet in G5:
[24] educationdive.com
[4] twitter.com
[3] edsurge.com
[2] abc10.com
[2] nytimes.com
[2] iwpr.org
[2] thecollegepost.com
[2] goeshow.com
[2] gallup.com
[2] wsj.com

Top Domains in Tweet in G6:
[12] chronicle.com
[9] higheredjobs.com
[8] twitter.com
[7] surveymonkey.com
[6] typeform.com
[2] terminalfour.com
[2] circaedu.com
[2] cbs.dk
[2] ewa.org
[2] timeshighereducation.com

Top Domains in Tweet in G7:
[14] timeshighereducation.com
[6] studyinternational.com
[5] wsj.com
[3] otter.ai
[2] insidehighered.com
[2] twitter.com
[2] nature.com
[1] universityworldnews.com
[1] theconversation.com
[1] washingtonmonthly.com

Top Domains in Tweet in G8:
[30] goo.gl
[5] insidehighered.com
[4] universityworldnews.com
[3] twitter.com
[3] blogspot.com
[2] unesco.org
[1] inee.org
[1] bitchmedia.org
[1] bit.ly
[1] globaltimes.cn

Top Domains in Tweet in G9:
[32] mheducation.com
[16] forbes.com
[9] dy.si
[7] ecampusnews.com
[2] taskandpurpose.com
[2] insidehighered.com
[2] npr.org
[2] twitter.com
[1] theatlantic.com
[1] mhed.us

Top Domains in Tweet in G10:
[9] universitybusiness.com
[4] hechingerreport.org
[3] usc.edu
[3] twitter.com
[2] teckedin.com
[2] hbr.org
[2] prweb.com
[1] intellis.io
[1] ets.org
[1] trelliscompany.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3252] highered
[367] education
[311] edtech
[243] highereducation
[221] elearning
[115] university
[112] edchat
[103] college
[98] tech
[88] k12



Top Hashtags in Tweet in G1:
[534] highered
[213] education
[210] edtech
[201] elearning
[109] highereducation
[88] university
[77] mlearning
[65] tech
[65] universidad
[63] educación

Top Hashtags in Tweet in G2:
[576] highered
[31] education
[29] highereducation
[28] datagovernance
[28] facultysuccess
[24] edchat
[22] college
[20] brodosi
[16] vr
[15] edtech

Top Hashtags in Tweet in G3:
[83] highered
[15] edtech
[12] studentsuccess
[10] iot
[8] backtoschool
[7] activelearning
[7] cdwsocial
[7] artificialintelligence
[5] ai
[5] publicinteresttech

Top Hashtags in Tweet in G4:
[121] highered
[15] facultylife
[8] sapro
[7] classidentity
[6] firstgen
[6] tennessee
[5] edpolicy
[4] collegeaccess
[4] postsecondary
[3] advising

Top Hashtags in Tweet in G5:
[103] highered
[34] realcollege
[20] education
[12] communitycollege
[7] highereducation
[5] atd_dream
[5] equity
[5] fafsa
[4] college
[3] leadership

Top Hashtags in Tweet in G6:
[70] highered
[9] highereducation
[8] education
[8] higheredjobs
[5] ux
[4] digtitalmarketing
[4] web
[4] edtech
[4] digitalmarketing
[4] website

Top Hashtags in Tweet in G7:
[47] highered
[10] intled
[6] research
[3] worldacademicsummit
[3] zurich
[3] edtech
[2] college
[2] learning
[2] teaching
[2] womenofvu

Top Hashtags in Tweet in G8:
[69] highered
[17] syrian
[13] lebanon
[12] universities
[7] uk
[7] africa
[6] intled
[6] globaled
[5] chatbots
[5] global

Top Hashtags in Tweet in G9:
[64] highered
[11] college
[10] edchat
[9] edtech
[8] collegetalk
[8] analytics
[6] collegelife
[5] educhat
[5] dorian
[5] k12

Top Hashtags in Tweet in G10:
[42] highered
[9] edtech
[6] pln
[6] onlinecourse
[6] tech
[4] k12
[4] thisisworkforce
[4] womenwhocode
[3] avtweeps
[3] avixa

Top Words
Top Words in Tweet in Entire Graph:
[4230] Words in Sentiment List#1: Positive
[1558] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[114970] Non-categorized Words
[120758] Total Words
[3248] #highered
[849] students
[530] education
[447] college
[428] new

Top Words in Tweet in G1:
[534] #highered
[239] education
[213] #education
[210] #edtech
[206] eraser
[201] #elearning
[154] students
[144] higheredsurge
[142] learning
[111] higher

Top Words in Tweet in G2:
[576] #highered
[82] college
[78] job
[64] students
[62] time
[57] more
[44] university
[43] part
[43] click
[43] instructor

Top Words in Tweet in G3:
[83] #highered
[49] edtech_highered
[20] institutions
[20] using
[19] students
[19] more
[17] new
[15] #edtech
[15] learn
[14] latest

Top Words in Tweet in G4:
[121] #highered
[22] sonjaardoin
[21] out
[20] colleges
[20] low
[18] college
[18] bensasse
[17] questions
[17] s
[17] new

Top Words in Tweet in G5:
[103] #highered
[39] students
[34] #realcollege
[25] hope4college
[21] more
[21] college
[20] #education
[19] support
[18] new
[18] colleges

Top Words in Tweet in G6:
[70] #highered
[29] survey
[25] higher
[23] terminalfour
[22] chronicle
[21] education
[20] digital
[20] marketing
[20] one
[19] web

Top Words in Tweet in G7:
[47] #highered
[27] students
[25] timeshighered
[20] universities
[13] wsj
[10] more
[10] #intled
[9] student
[9] 2020
[8] 3

Top Words in Tweet in G8:
[69] #highered
[43] students
[24] being
[21] universities
[17] more
[17] uniworldnews
[17] #syrian
[16] t
[16] report
[15] learn

Top Words in Tweet in G9:
[64] #highered
[25] college
[24] student
[23] mhhighered
[17] students
[14] here's
[14] ed
[12] more
[11] #college
[11] learning

Top Words in Tweet in G10:
[42] #highered
[12] interactive
[12] students
[9] #edtech
[9] college
[8] universitybiz
[7] planning
[6] quick
[6] poll
[6] educator

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[248] higher,education
[138] #highered,#highereducation
[82] check,out
[77] learn,more
[73] #education,#highered
[67] #elearning,#mlearning
[64] #highered,#edtech
[61] #highered,institutions
[53] #highereducation,#highered
[52] 2018,#highered

Top Word Pairs in Tweet in G1:
[108] higher,education
[75] #highered,#highereducation
[62] #elearning,#mlearning
[51] 2018,#highered
[44] big,data
[40] others,#elearning
[37] #highered,#edtech
[35] iot,based
[35] based,students
[35] students,interaction

Top Word Pairs in Tweet in G2:
[38] part,time
[28] 2019,2020
[28] time,instructor
[28] #facultysuccess,#highered
[26] associate,part
[26] instructor,pool
[26] pool,2019
[24] check,out
[21] link,bio
[21] miracosta,college

Top Word Pairs in Tweet in G3:
[17] #highered,institutions
[10] learn,more
[9] edtech_highered,cdwcorp
[7] benefits,challenges
[7] challenges,using
[7] using,#artificialintelligence
[7] #artificialintelligence,promote
[7] promote,#studentsuccess
[7] #studentsuccess,improve
[7] improve,retention

Top Word Pairs in Tweet in G4:
[15] low,paying
[13] 17,questions
[11] #highered,programs
[11] expert,advice
[11] advice,post
[11] post,wfualumni
[11] wfualumni,keon
[11] keon,m
[11] m,mcguire
[11] mcguire,offer

Top Word Pairs in Tweet in G5:
[17] #realcollege,students
[12] #highered,#education
[11] tribal,colleges
[11] colleges,universities
[8] build,support
[8] support,#realcollege
[8] students,humboldtstate's
[8] humboldtstate's,temporary
[8] temporary,emergency
[8] emergency,housing

Top Word Pairs in Tweet in G6:
[20] higher,education
[19] digital,marketing
[13] complete,6th
[13] 6th,annual
[13] annual,higher
[13] education,digital
[13] marketing,web
[13] web,survey
[13] survey,chance
[13] chance,win

Top Word Pairs in Tweet in G7:
[9] 2020,wsj
[8] #highered,#intled
[7] international,students
[7] wsj,rankings
[7] rankings,jumped
[7] jumped,#113
[7] #113,compared
[7] compared,#148
[7] #148,2019
[7] 2019,3

Top Word Pairs in Tweet in G8:
[13] learn,more
[12] higher,education
[12] reports,#highered
[12] 86,#syrian
[12] #syrian,students
[12] students,#universities
[12] #universities,#lebanon
[12] #lebanon,report
[12] report,being
[12] being,discriminated

Top Word Pairs in Tweet in G9:
[9] #highered,#edchat
[8] #college,#collegetalk
[6] build,resilience
[6] resilience,college
[6] college,home
[6] football,player
[6] player,student
[6] student,john
[6] john,faced
[6] faced,obstacles

Top Word Pairs in Tweet in G10:
[6] quick,poll
[6] poll,educator
[6] educator,teacher
[6] teacher,#pln
[6] #pln,planning
[6] planning,create
[6] create,highly
[6] highly,interactive
[6] interactive,#onlinecourse
[6] #onlinecourse,topics

Top Replied-To
Top Replied-To in Entire Graph:
@cmrubinworld
@edtech_highered
@doctor_corbin
@kishonnagray
@alexusherhesa
@javonontheprgm
@chris_neto
@annasmorrill
@inclusivestream
@sonjaardoin

Top Replied-To in G1:
@cleamahoney
@iitkgp
@juandoming
@gamerlearner
@insidehighered

Top Replied-To in G3:
@edtech_highered
@microsoft
@cmu_robotics
@togpfilm
@_karenhao
@jsonboucher

Top Replied-To in G4:
@alexusherhesa
@sonjaardoin
@tbrotherhood_he
@rngoodwin
@james_a_boyle
@cant_b
@bburnsedu

Top Replied-To in G5:
@bucknellu
@agbinsights

Top Replied-To in G6:
@chronicle
@higheredjobs
@aliaemily
@evobyds
@lynseymukomel
@theracquet
@harmonygritz
@gaablab

Top Replied-To in G7:
@phil_baty
@fbongiornoanu
@007skid
@megan_janas

Top Replied-To in G8:
@unhcr_education

Top Replied-To in G10:
@chris_neto

Top Mentioned
Top Mentioned in Entire Graph:
@eraser
@higheredsurge
@edtech_highered
@robynwins111
@timeshighered
@googleforedu
@infjphd
@hope4college
@ava
@highered_india

Top Mentioned in G1:
@eraser
@higheredsurge
@highered_india
@hrdministry
@pennytainton
@insidehighered
@nyedtechteacher
@edsurge
@wcet_info
@_arvindkhadse

Top Mentioned in G2:
@cursivecontent
@skrabut
@emilycretella
@ubc_ctlt
@connectionit
@centurycollege
@brilliance100

Top Mentioned in G3:
@edtech_highered
@educause
@harvard
@cdwcorp
@princeton
@educausereview
@ucberkeley
@air4data
@asu
@fordfoundation

Top Mentioned in G4:
@sonjaardoin
@bensasse
@treindl71
@theatlantic
@bburnsedu
@wfualumni
@jp_barber
@lifeafterwake
@uiainnovation
@haleatmsu

Top Mentioned in G5:
@hope4college
@achievethedream
@collegeaccess
@collegefund
@humboldtstate
@saragoldrickrab
@gallup
@gospc
@drmcm
@drmonicarmbrown

Top Mentioned in G6:
@terminalfour
@chronicle
@brown_e_points
@funnelback
@cuny
@suny_oneonta
@higheredjobs
@edwriters
@lakesideschool
@bu_tweets

Top Mentioned in G7:
@timeshighered
@wsj
@rasmusaberg
@theeaie
@joaocmpinto
@seattleu
@stefanjahnke
@otter_ai
@edtechtimes
@edtech_update

Top Mentioned in G8:
@uniworldnews
@hannousha
@unesco
@geckoengage
@unhcr_education
@stig_arne
@futurehigheredu
@alaingoudey
@ineetweets

Top Mentioned in G9:
@mhhighered
@forbes
@usedgov
@alisonrgriffin
@college_experts
@fenabaaddo
@newamericaed
@ecampusnews
@mheducation
@dianeharris

Top Mentioned in G10:
@universitybiz
@luminafound
@didolores
@mentorcollectiv
@josiahway
@hechingerreport
@sdworkforce
@georgiatech
@chris_neto
@jackhcable

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@nosqldigest
@kat4obama
@cagney1991
@independent
@gamergeeknews
@startupsbot
@raybae689
@chidambara09
@indiatoday

Top Tweeters in G1:
@nosqldigest
@kat4obama
@gamergeeknews
@chidambara09
@indiatoday
@eraser
@indianexpress
@dna
@juandoming
@pfanderson

Top Tweeters in G2:
@kobmaxqueen
@anacristinaprts
@jesus_ispeace
@gwoodi
@elisemichaux
@gianlucasgueo
@rmit_csit
@metrocola
@payscale
@thegenaboveme

Top Tweeters in G3:
@sectest9
@lynch39083
@zdnet
@tougalootree
@ahighervision
@hubspot
@sjvn
@industryai
@architectmag
@iottogether

Top Tweeters in G4:
@washingtonpost
@theatlantic
@donna_dettrick
@ninnynoomy
@dynarski
@pndblog
@luckson_o
@alexusherhesa
@frontrowmama
@eins_institute

Top Tweeters in G5:
@saragoldrickrab
@aldo_zaffalon
@notingshaw
@schenhayes
@blandishmentbob
@uutah
@awscloud
@patsolidarity
@clasp_dc
@tamu

Top Tweeters in G6:
@thehill
@iceprdz
@harmonygritz
@chronicle
@refuturing
@dandielayla
@philanthropy
@biblioracle
@nancyszakats
@evgenymorozov

Top Tweeters in G7:
@nembotavy_0101
@wsj
@ft
@timeshighered
@tes
@erika_borkoles
@stuckonsw
@davidpriceucl
@phil_baty
@theeaie

Top Tweeters in G8:
@chadifaraj
@eduardovirgala
@fchasteland
@greentechdon
@lamisshejni
@yo_la_tengo_
@1whistleblowers
@jffiorina
@uniworldnews
@lauaslp

Top Tweeters in G9:
@amor_vuelvetx
@stfuimtweetn0_o
@forbes
@fourcornersrock
@college_experts
@katannsky2
@emweeklyrpt
@alwaysbi_hndkim
@mbowmanscience
@kateszumanski

Top Tweeters in G10:
@killakamwashere
@socialgoodstuff
@publix
@chris_neto
@harvardbiz
@target
@femtech_
@womencodersbot
@womentechbot
@murat_akbiyik


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