(@AmericanPublicU OR @AmericanMilU OR @UOPX OR @UMUC OR @SNHU OR @LifeAtPurdue OR @ASU) (innovation OR innovative OR affordability OR affordable OR quality OR accessibility OR "original research" OR "student outcomes") until:2019-07-15, Twitter, 7/23/2019 4:53:44 PM, 204884


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(@AmericanPublicU OR @AmericanMilU OR @UOPX OR @UMUC OR @SNHU OR @LifeAtPurdue OR @ASU) (innovation
(@AmericanPublicU OR @AmericanMilU OR @UOPX OR @UMUC OR @SNHU OR @LifeAtPurdue OR @ASU) (innovation
From:
Connected Action NodeXL-Reports
Uploaded on:
July 23, 2019
Short Description:
(@AmericanPublicU OR @AmericanMilU OR @UOPX OR @UMUC OR @SNHU OR @LifeAtPurdue OR @ASU) (innovation OR innovative OR affordability OR affordable OR quality OR accessibility OR "original research" OR "student outcomes") until:2019-07-15 via NodeXL http://bit.ly/2OgLM06
@asu
@snhu
@michaelcrow
@ap

Description:
Description
The graph represents a network of 179 Twitter users whose recent tweets contained "(@AmericanPublicU OR @AmericanMilU OR @UOPX OR @UMUC OR @SNHU OR @LifeAtPurdue OR @ASU) (innovation OR innovative OR affordability OR affordable OR quality OR accessibility OR "original research" OR "student outcomes") since:2019-07-13", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Tuesday, 23 July 2019 at 16:41 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 0-minute period from Monday, 15 July 2019 at 16:02 UTC to Tuesday, 23 July 2019 at 16:02 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 : 179
Unique Edges : 413
Edges With Duplicates : 81
Total Edges : 494
Number of Edge Types : 4
Mentions : 352
Retweet : 134
Replies to : 3
Tweet : 5
Self-Loops : 5
Reciprocated Vertex Pair Ratio : 0.0205949656750572
Reciprocated Edge Ratio : 0.0403587443946188
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 165
Maximum Edges in a Connected Component : 460
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.578819
Graph Density : 0.0139978657962463
Modularity : 0.604617
NodeXL Version : 1.0.1.417

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://eu.azcentral.com/story/news/local/arizona/2019/07/13/arizona-among-states-least-student-debt-wallethub-report-shows/1724977001/
[2] https://asunow.asu.edu/20190715-asu-news-asu-makes-top-10-list-%E2%80%98best-buy%E2%80%99-public-us-universities-2020?utm_source=social&utm_medium=twitter&utm_campaign=asu
[1] https://eu.usatoday.com/story/news/education/2019/06/11/undocumented-students-arizona-face-more-barriers-pay-college-yale/1422121001/
[1] https://twitter.com/ASUBiodesign/status/1153421139848228864
[1] https://www.edsurge.com/news/2019-07-22-why-mega-universities-should-lead-the-way-on-quality-assurance
[1] https://twitter.com/abel_thetable/status/1153010597576900608
[1] https://chamberbusinessnews.com/2019/07/17/asu-mit-and-edx-combine-for-a-new-supply-chain-management-masters-program/
[1] https://www.edx.org/masters/online-master-in-supply-chain-management-asux?utm_medium=social&utm_campaign=masters-supply-chain-management%2Cjul182019%2Casux%2Cmasters&utm_source=twitter
[1] https://onezero.medium.com/the-legacies-of-apollo-11-6c8df29fbb3a?source=friends_link&sk=11b374a0ed0925238a730777300f6f56
[1] https://www.pinterest.com/arizonastateuniversity/?sender=765963986532457787&invite_code=0126b6ece731496880aa2890dbccf43b

Top URLs in Tweet in G1:
[2] https://asunow.asu.edu/20190715-asu-news-asu-makes-top-10-list-%E2%80%98best-buy%E2%80%99-public-us-universities-2020?utm_source=social&utm_medium=twitter&utm_campaign=asu
[1] https://twitter.com/abel_thetable/status/1153010597576900608
[1] https://chamberbusinessnews.com/2019/07/17/asu-mit-and-edx-combine-for-a-new-supply-chain-management-masters-program/
[1] https://www.edx.org/masters/online-master-in-supply-chain-management-asux?utm_medium=social&utm_campaign=masters-supply-chain-management%2Cjul182019%2Casux%2Cmasters&utm_source=twitter
[1] https://onezero.medium.com/the-legacies-of-apollo-11-6c8df29fbb3a?source=friends_link&sk=11b374a0ed0925238a730777300f6f56
[1] https://eu.azcentral.com/story/news/local/arizona/2019/07/13/arizona-among-states-least-student-debt-wallethub-report-shows/1724977001/
[1] https://twitter.com/EntrepreneurASU/status/1150766972923260928
[1] https://twitter.com/CNBCMakeIt/status/1151189126479306753
[1] https://twitter.com/Noahpinion/status/1151193958862639104
[1] https://twitter.com/WhySharksMatter/status/1150818937602551811

Top URLs in Tweet in G3:
[1] https://www.edsurge.com/news/2019-07-22-why-mega-universities-should-lead-the-way-on-quality-assurance

Top URLs in Tweet in G4:
[1] https://twitter.com/ASUBiodesign/status/1153421139848228864
[1] https://aws.amazon.com/blogs/publicsector/introducing-the-smart-city-cloud-innovation-center-at-asu/
[1] https://www.thenational.ae/opinion/comment/a-new-bold-approach-is-needed-to-enhance-the-region-s-rich-tradition-of-giving-1.875680
[1] https://twitter.com/michaelcrow/status/1151207637247152128

Top URLs in Tweet in G5:
[1] https://engineering.purdue.edu/AAE/spotlights/2019/2019-0712MidwestHyperloop

Top URLs in Tweet in G7:
[1] https://soundcloud.com/user-749874278/waste-not-episode-6-john-heckman-of-anthesis-group

Top URLs in Tweet in G9:
[1] https://eu.azcentral.com/story/news/local/arizona/2019/07/13/arizona-among-states-least-student-debt-wallethub-report-shows/1724977001/

Top URLs in Tweet in G10:
[1] https://youtu.be/2zqom4jCui8

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] arizona
[33] studentdebt
[12] kakuma
[9] mandeladay
[8] spacex
[8] purdue
[8] moonshot
[3] risnincubator
[3] wastenot
[2] innovation



Top Hashtags in Tweet in G1:
[30] arizona
[30] studentdebt
[7] moonshot
[2] excellence
[2] innovation
[1] affordability

Top Hashtags in Tweet in G2:
[12] kakuma

Top Hashtags in Tweet in G4:
[2] arizona
[2] studentdebt
[2] highered
[1] defense
[1] health
[1] smartcities
[1] moonshot
[1] dementia

Top Hashtags in Tweet in G5:
[8] spacex
[8] purdue
[1] apollo11at50

Top Hashtags in Tweet in G6:
[9] mandeladay
[1] honoringmadiba
[1] mwf2019

Top Hashtags in Tweet in G7:
[3] risnincubator
[3] wastenot

Top Hashtags in Tweet in G8:
[1] arizona
[1] studentdebt

Top Hashtags in Tweet in G10:
[1] innovative
[1] behavioralhealth
[1] apbspeaker
[1] summerinstitute

Top Words
Top Words in Tweet in Entire Graph:
[327] Words in Sentiment List#1: Positive
[33] Words in Sentiment List#2: Negative
[198] Words in Sentiment List#3: Keywords
[4480] Non-categorized Words
[4949] Total Words
[140] asu
[90] quality
[72] education
[67] 10
[61] amp

Top Words in Tweet in G1:
[82] asu
[62] 10
[50] quality
[49] education
[48] high
[46] ranks
[34] public
[34] universities
[32] best
[32] 2020

Top Words in Tweet in G2:
[36] amp
[24] snhu
[24] regisuniversity
[12] big
[12] day
[12] #kakuma
[12] today
[12] 20
[12] students
[12] graduated

Top Words in Tweet in G3:
[20] amp
[20] universities
[10] here's
[10] wgu
[10] snhu
[10] asu
[10] gcu
[10] libertyu
[10] lead
[10] way

Top Words in Tweet in G4:
[15] asu
[6] committed
[6] center
[5] re
[5] innovation
[4] we've
[4] long
[4] working
[4] disciplines
[4] identify

Top Words in Tweet in G5:
[16] another
[9] lifeatpurdue
[9] quality
[8] year
[8] team
[8] selected
[8] compete
[8] hyperloop
[8] #spacex
[8] #purdue

Top Words in Tweet in G6:
[9] #mandeladay
[9] washfellowship
[9] fellows
[9] asu
[9] volunteering
[9] habitat_org
[9] down
[9] tucson
[9] helping
[9] build

Top Words in Tweet in G7:
[3] final
[3] episode
[3] #risnincubator
[3] #wastenot
[3] podcast
[3] hosted
[3] andrewnbernier
[3] sustainability
[3] innovation
[3] expert

Top Words in Tweet in G8:
[5] asu
[4] today
[4] seattle
[4] votenewdems
[4] conversations
[4] surrounding
[4] future
[4] work
[4] visited
[4] starbucks

Top Words in Tweet in G9:
[8] debt
[4] proud
[4] received
[4] high
[4] quality
[4] education
[4] little
[4] asu
[4] asulatino
[4] arizona

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[55] high,quality
[54] quality,education
[34] 10,best
[34] public,universities
[34] fiske,guide
[34] guide,colleges
[33] #arizona,ranks
[33] ranks,10
[33] 10,states
[33] states,#studentdebt

Top Word Pairs in Tweet in G1:
[48] high,quality
[47] quality,education
[32] 10,best
[32] public,universities
[32] fiske,guide
[32] guide,colleges
[30] #arizona,ranks
[30] ranks,10
[30] 10,states
[30] states,#studentdebt

Top Word Pairs in Tweet in G2:
[12] big,day
[12] day,#kakuma
[12] #kakuma,today
[12] today,20
[12] 20,students
[12] students,graduated
[12] graduated,snhu
[12] snhu,associate
[12] associate,degrees
[12] degrees,amp

Top Word Pairs in Tweet in G3:
[10] here's,amp
[10] amp,universities
[10] universities,wgu
[10] wgu,snhu
[10] snhu,asu
[10] asu,gcu
[10] gcu,libertyu
[10] libertyu,lead
[10] lead,way
[10] way,quality

Top Word Pairs in Tweet in G4:
[4] we've,long
[4] long,committed
[4] committed,asu
[4] asu,working
[4] working,disciplines
[4] disciplines,identify
[4] identify,address
[4] address,solve
[4] solve,global
[4] global,grand

Top Word Pairs in Tweet in G5:
[8] another,year
[8] year,another
[8] another,lifeatpurdue
[8] lifeatpurdue,team
[8] team,selected
[8] selected,compete
[8] compete,hyperloop
[8] hyperloop,#spacex
[8] #spacex,#purdue
[8] #purdue,joined

Top Word Pairs in Tweet in G6:
[9] #mandeladay,washfellowship
[9] washfellowship,fellows
[9] fellows,asu
[9] asu,volunteering
[9] volunteering,habitat_org
[9] habitat_org,down
[9] down,tucson
[9] tucson,helping
[9] helping,build
[9] build,affordable

Top Word Pairs in Tweet in G7:
[3] final,episode
[3] episode,#risnincubator
[3] #risnincubator,#wastenot
[3] #wastenot,podcast
[3] podcast,hosted
[3] hosted,andrewnbernier
[3] andrewnbernier,sustainability
[3] sustainability,innovation
[3] innovation,expert
[3] expert,anthesis_group

Top Word Pairs in Tweet in G8:
[4] today,seattle
[4] seattle,votenewdems
[4] votenewdems,conversations
[4] conversations,surrounding
[4] surrounding,future
[4] future,work
[4] work,visited
[4] visited,starbucks
[4] starbucks,headquarters
[4] headquarters,met

Top Word Pairs in Tweet in G9:
[4] proud,received
[4] received,high
[4] high,quality
[4] quality,education
[4] education,little
[4] little,debt
[4] debt,asu
[4] asu,asulatino
[4] asulatino,arizona
[4] arizona,states

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@asu
@snhu
@regisuniversity
@jwlupdates
@refugees
@wgu
@gcu
@libertyu
@amdulin
@edsurge

Top Mentioned in G1:
@asu
@mitxonedx
@asu_sfis

Top Mentioned in G2:
@snhu
@regisuniversity
@jwlupdates
@refugees

Top Mentioned in G3:
@wgu
@snhu
@asu
@gcu
@libertyu
@amdulin
@edsurge

Top Mentioned in G4:
@asu
@darpa
@agffore
@maysajalbout
@asunursing

Top Mentioned in G5:
@lifeatpurdue
@hyperloop
@midwesthyperlo1

Top Mentioned in G6:
@washfellowship
@asu
@habitat_org

Top Mentioned in G7:
@andrewnbernier
@anthesis_group
@asu
@asuresearch
@entrepreneurasu
@cityofphoenixaz
@talkingtrashphx

Top Mentioned in G8:
@asu
@votenewdems
@starbucks

Top Mentioned in G9:
@asu
@asulatino
@azcentral

Top Mentioned in G10:
@cabhp
@nic_sheff
@beautifulboymov
@asu

Top Tweeters
Top Tweeters in Entire Graph:
@usatoday
@azcentral
@whysharksmatter
@starbucks
@jontalton
@cleardiff
@refugees
@edsurge
@dougtammaro
@scottyhendo

Top Tweeters in G1:
@whysharksmatter
@cleardiff
@dougtammaro
@asu
@2020science
@matt_villanueva
@lalo3040
@voiddancerasu
@siddhaparam
@chadevans1019

Top Tweeters in G2:
@refugees
@snhu
@kahurad
@regisuniversity
@wanjamunaita
@unhcr_kenya
@ingutia_edith
@tinaghelli
@alihusseinsahal
@highered2040

Top Tweeters in G3:
@edsurge
@gcu
@libertyu
@blacktimelord
@wgu
@michaelbhorn
@bmoesta
@nathanmart
@amdulin
@pmfreedm

Top Tweeters in G4:
@ccc_levincenter
@andy_tobin
@asufoundation
@darpa
@drecj
@asunursing
@maysajalbout
@agffore
@drpanch
@mosarwat

Top Tweeters in G5:
@scottyhendo
@lifeatpurdue
@purdueaeroastro
@purdueengineers
@inthehyperloop
@lfpinelo
@josephsjewell
@jasonk033
@hyperloop
@midwesthyperlo1

Top Tweeters in G6:
@pd_dan
@habitat_org
@the_organic_guy
@okokoowen
@washfellowship
@nbagnah
@isabelaabebe
@henrynkwa
@asu_mwf
@mrsditsmo

Top Tweeters in G7:
@cityofphoenixaz
@asuresearch
@entrepreneurasu
@wssiatasu
@talkingtrashphx
@anthesis_group
@andrewnbernier

Top Tweeters in G8:
@starbucks
@jontalton
@all435reps
@gregstantonaz
@votenewdems

Top Tweeters in G9:
@azcentral
@prestonthymesaz
@davidparraluna
@asulatino
@adrianaperez98

Top Tweeters in G10:
@apbspeakers
@beautifulboymov
@nic_sheff
@cabhp


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