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aspen institute_2020-10-15_08-44-57.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 15, 2020
Short Description:
aspen institute via NodeXL https://bit.ly/2IpYy9Z
@aspeninstitute
@coreysdigs
@communityccrc
@aspeninstsports
@aspenlatinos
@pftoner
@espn
@desireemjewell
@shorty56167141
@send2press

Top hashtags:
#projectplay
#employeeownership
#rwanda
#kagame
#connect2020

Description:
Description
The graph represents a network of 659 Twitter users whose tweets in the requested range contained "aspen institute", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 15 October 2020 at 15:46 UTC.

The requested start date was Thursday, 15 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 19-hour, 3-minute period from Thursday, 01 October 2020 at 00:42 UTC to Wednesday, 14 October 2020 at 19:45 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 : 659
Unique Edges : 509
Edges With Duplicates : 650
Total Edges : 1159
Number of Edge Types : 5
Retweet : 295
MentionsInRetweet : 462
Mentions : 260
Tweet : 98
Replies to : 44
Self-Loops : 104
Reciprocated Vertex Pair Ratio : 0.0322128851540616
Reciprocated Edge Ratio : 0.062415196743555
Connected Components : 131
Single-Vertex Connected Components : 60
Maximum Vertices in a Connected Component : 145
Maximum Edges in a Connected Component : 334
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.028722
Graph Density : 0.00169963701103726
Modularity : 0.603938
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 659 Twitter users whose tweets in the requested range contained "aspen institute", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 15 October 2020 at 15:46 UTC.

The requested start date was Thursday, 15 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 19-hour, 3-minute period from Thursday, 01 October 2020 at 00:42 UTC to Wednesday, 14 October 2020 at 19:45 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 : aspen institute
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:
[6] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dp28RfBZ4Cck&q=EgS4SO-bGOfGmPwFIhkA8aeDSwtB9-e5iEzAcTO9S9YudvxPl64oMgFy
[5] https://www.politico.eu/event/politico-spotlight-at-aspen-institute-bucharest-forum-2020-securing-critical-infrastructures/
[5] https://www.aspenprojectplay.org/summit
[5] https://www.aspeninstitute.org/publications/this-is-not-a-test-this-is-an-emergency-special-considerations-for-assessing-and-advancing-equity-in-school-year-2020-21/
[4] https://www.aspeninstitute.org/events/can-employee-share-ownership-improve-racial-and-gender-wealth-equity/
[4] https://sgbonline.com/aspen-institute-kids-lost-interest-in-sports-at-onset-of-covid-19/
[4] https://www.send2press.com/wire/?p=64441
[4] https://www.aspeninstitute.org/blog-posts/the-covid-19-eviction-crisis-an-estimated-30-40-million-people-in-america-are-at-risk/
[4] https://tinyurl.com/y3hvjk4a
[3] https://frontofficesports.com/youth-sports-pandemic-effects/

Top URLs in Tweet in G1:
[1] https://twitter.com/HanifJazayeri/status/1313478519800975361

Top URLs in Tweet in G2:
[4] https://www.send2press.com/wire/?p=64441
[4] https://www.aspeninstitute.org/blog-posts/the-covid-19-eviction-crisis-an-estimated-30-40-million-people-in-america-are-at-risk/
[3] https://www.aspeninstitute.org/publications/this-is-not-a-test-this-is-an-emergency-special-considerations-for-assessing-and-advancing-equity-in-school-year-2020-21/
[2] https://www.aspeninstitute.org/events/all-land-is-not-creating-equal/
[2] https://t.e2ma.net/message/qzg4mh/y5e591j
[2] https://www.aspenprojectplay.org/summit
[2] https://www.aspeninstitute.org/blog-posts/structural-racism-definition/
[1] https://www.aspeninstitute.org/blog-posts/7-books-that-showcase-the-resilience-of-the-latinx-community/
[1] https://www.linkedin.com/slink?code=eK6D7rs
[1] https://www.linkedin.com/slink?code=eiRkPw2

Top URLs in Tweet in G3:
[4] https://tinyurl.com/y3hvjk4a
[3] https://sgbonline.com/aspen-institute-kids-lost-interest-in-sports-at-onset-of-covid-19/
[2] https://www.aspentimes.com/entertainment/aspen-film-and-aspen-institute-hosting-virtual-screening-of-aggie/
[2] https://drjoshluke.com/ep40-deb-gordon-author-and-aspen-institute-fellow-on-reducing-wasteful-healthcare-spending/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.aspenprojectplay.org/return-to-play
[2] https://www.aspenprojectplay.org/summit
[1] https://youtube.com/watch?v=knYnNUryjfw&feature=youtu.be

[1] https://osconjunction.net/2020/10/01/aspen-institutes-ideas-worth-teaching-award-for-the-course-organizing-in-times-of-crisis/
[1] https://ind.news/aspen-institute-teaching-award-for-ahmedabad-university-faculty/
[1] https://britishasianews.com/aspen-institute-teaching-award-for-ahmedabad-university-faculty/

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=WTipskv5xeU&feature=youtu.be


Top URLs in Tweet in G5:
[2] http://www.nacep.org/connect-2020-the-nacep-digital-forum/
[2] https://highered.aspeninstitute.org/siemens-aspen-stem/
[1] https://twitter.com/AspenHigherEd/status/1316055817997647872
[1] https://twitter.com/AspenHigherEd/status/1316370456413437954
[1] https://insidehighered.com/quicktakes/2020/10/05/report-how-improve-equity-dual-enrollment#.X3sUAUSQY4A.twitter

Top URLs in Tweet in G6:
[2] https://www.aspeninstitute.org/publications/this-is-not-a-test-this-is-an-emergency-special-considerations-for-assessing-and-advancing-equity-in-school-year-2020-21/
[1] https://www.aspeninstitute.org/publications/this-is-not-a-test-this-is-an-emergency-special-considerations-for-assessing-and-advancing-equity-in-school-year-2020-21/?mc_cid=54825f4723&mc_eid=5486f88e97

Top URLs in Tweet in G7:
[1] https://www.avvenire.it/chiesa/pagine/tremonti-un-bivio-della-storia-invito-a-rivedere-le-regole-globali?utm_medium=Social&utm_source=Twitter#Echobox=1602000693

Top URLs in Tweet in G8:
[1] https://www.aspenprojectplay.org/summit

Top URLs in Tweet in G9:
[3] https://www.aspeninstitute.org/events/can-employee-share-ownership-improve-racial-and-gender-wealth-equity/
[1] https://thehill.com/blogs/congress-blog/politics/510220-as-small-businesses-struggle-to-survive-lets-make-sure-loans#.X3tDivG1RwA.twitter

Top URLs in Tweet in G10:
[6] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dp28RfBZ4Cck&q=EgS4SO-bGOfGmPwFIhkA8aeDSwtB9-e5iEzAcTO9S9YudvxPl64oMgFy
[1] https://landing.berlin-election-night.de/

Top Domains
Top Domains in Tweet in Entire Graph:
[38] aspeninstitute.org
[11] twitter.com
[10] aspenprojectplay.org
[10] linkedin.com
[6] google.com
[5] politico.eu
[5] sgbonline.com
[5] send2press.com
[5] tinyurl.com
[4] youtube.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[21] aspeninstitute.org
[5] send2press.com
[5] linkedin.com
[2] e2ma.net
[2] aspenprojectplay.org
[1] usatoday.com
[1] espnpressroom.com
[1] zoom.us

Top Domains in Tweet in G3:
[7] aspeninstitute.org
[5] tinyurl.com
[4] twitter.com
[4] c-span.org
[4] sgbonline.com
[4] aspenprojectplay.org
[3] aspentimes.com
[2] linkedin.com
[2] drjoshluke.com
[1] youtube.com

Top Domains in Tweet in G4:
[1] youtube.com

Top Domains in Tweet in G5:
[2] nacep.org
[2] twitter.com
[2] aspeninstitute.org
[1] insidehighered.com

Top Domains in Tweet in G6:
[3] aspeninstitute.org

Top Domains in Tweet in G7:
[1] avvenire.it

Top Domains in Tweet in G8:
[1] aspenprojectplay.org

Top Domains in Tweet in G9:
[3] aspeninstitute.org
[1] thehill.com

Top Domains in Tweet in G10:
[6] google.com
[1] berlin-election-night.de

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[23] projectplay
[14] employeeownership
[9] rwanda
[9] kagame
[6] connect2020
[5] politicospotlight
[4] talkopportunity
[4] wiisitaly
[2] forolatoja2020
[2] youthsports



Top Hashtags in Tweet in G2:
[20] projectplay
[2] community
[2] huntaspenfellowship
[1] sport
[1] youthsports
[1] teamsnap
[1] innovation
[1] sports
[1] technology
[1] projectpl

Top Hashtags in Tweet in G3:
[2] news
[2] projectplay
[1] britishasianews
[1] asianews
[1] asia
[1] nature
[1] wcw
[1] newswire
[1] pressrelease
[1] teamsnap

Top Hashtags in Tweet in G4:
[1] culp2020

Top Hashtags in Tweet in G5:
[6] connect2020
[2] stem

Top Hashtags in Tweet in G8:
[1] projectplay

Top Hashtags in Tweet in G9:
[14] employeeownership
[4] talkopportunity

Top Words
Top Words in Tweet in Entire Graph:
[421] aspen
[276] institute
[125] instituâ
[102] critical
[102] information
[101] make
[99] coreysdigs
[98] connections
[97] fly
[97] addition

Top Words in Tweet in G1:
[99] coreysdigs
[98] connections
[98] aspen
[97] make
[97] fly
[97] addition
[97] critical
[97] information
[97] below
[97] profile

Top Words in Tweet in G2:
[50] aspen
[45] institute
[26] aspeninstitute
[25] espn
[20] summit
[20] #projectplay
[20] 2020
[15] teamsnap
[15] president
[14] proud

Top Words in Tweet in G3:
[69] aspen
[66] institute
[15] sports
[15] play
[14] project
[12] virtual
[10] leaders
[10] 2020
[10] sport
[9] more

Top Words in Tweet in G4:
[5] aspen
[5] institute
[4] soros
[4] st
[3] realdonaldtrump
[2] plant
[2] agent
[2] george
[2] red
[2] sec

Top Words in Tweet in G5:
[60] college
[37] aspen
[31] community
[30] communityccrc
[29] report
[29] research
[29] center
[29] teachers
[29] columbia
[29] university

Top Words in Tweet in G6:
[9] test
[9] emergency
[9] special
[9] considerations
[9] assessing
[9] advancing
[9] equity
[9] school
[9] year
[9] 2020

Top Words in Tweet in G7:
[19] l'ex
[19] ministro
[19] tesoro
[19] italiano
[19] oggi
[19] presidente
[19] dellâ
[19] aspen
[19] institute
[19] pandemia

Top Words in Tweet in G8:
[14] tune
[14] today
[14] 1pm
[14] hear
[14] nba
[14] commissioner
[14] adam
[14] silver
[14] espn
[14] president

Top Words in Tweet in G9:
[14] #employeeownership
[9] help
[9] economy
[9] aspen_boi
[8] aspenworkforce
[8] recologywz
[7] guests
[6] projectequity
[5] story
[5] one

Top Words in Tweet in G10:
[8] peterbakernyt
[8] aspen
[8] institute
[7] davidfrum
[7] berlin
[6] talking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[267] aspen,institute
[125] aspen,instituâ
[98] connections,aspen
[97] make,fly
[97] fly,addition
[97] addition,critical
[97] critical,information
[97] information,below
[97] below,profile
[97] profile,indicates

Top Word Pairs in Tweet in G1:
[98] connections,aspen
[97] make,fly
[97] fly,addition
[97] addition,critical
[97] critical,information
[97] information,below
[97] below,profile
[97] profile,indicates
[97] indicates,connections
[96] coreysdigs,make

Top Word Pairs in Tweet in G2:
[45] aspen,institute
[19] institute,aspeninstitute
[14] #projectplay,summit
[13] summit,2020
[12] proud,announce
[12] today,aspeninstsports'
[12] aspeninstsports',#projectplay
[12] 2020,espn
[12] espn,president
[12] president,jimmy

Top Word Pairs in Tweet in G3:
[62] aspen,institute
[12] project,play
[10] institute,project
[7] joins,top
[7] top,sport
[7] sport,leaders
[7] leaders,aspen
[6] john,kroger
[6] imperative,culture
[6] culture,change

Top Word Pairs in Tweet in G4:
[5] aspen,institute
[3] soros,aspen
[2] george,soros
[2] sec,st
[2] kim,wyman
[2] federalistno78,agortitz
[2] agortitz,missesj3
[2] missesj3,2spaceninja15
[2] 2spaceninja15,we_have_risen
[2] we_have_risen,peaceanonredux

Top Word Pairs in Tweet in G5:
[31] community,college
[29] report,community
[29] college,research
[29] research,center
[29] center,teachers
[29] teachers,college
[29] college,columbia
[29] columbia,university
[29] university,aspen
[28] communityccrc,report

Top Word Pairs in Tweet in G6:
[9] test,emergency
[9] emergency,special
[9] special,considerations
[9] considerations,assessing
[9] assessing,advancing
[9] advancing,equity
[9] equity,school
[9] school,year
[9] year,2020
[9] 2020,21

Top Word Pairs in Tweet in G7:
[19] l'ex,ministro
[19] ministro,tesoro
[19] tesoro,italiano
[19] italiano,oggi
[19] oggi,presidente
[19] presidente,dellâ
[19] dellâ,aspen
[19] aspen,institute
[19] institute,pandemia
[19] pandemia,lâ

Top Word Pairs in Tweet in G8:
[14] tune,today
[14] today,1pm
[14] 1pm,hear
[14] hear,nba
[14] nba,commissioner
[14] commissioner,adam
[14] adam,silver
[14] silver,espn
[14] espn,president
[14] president,jimmy

Top Word Pairs in Tweet in G9:
[9] #employeeownership,help
[7] guests,recologywz
[5] story,economy
[5] economy,one
[5] one,growing
[5] growing,divides
[5] divides,#employeeownership
[5] help,curb
[5] curb,trend
[5] trend,join

Top Word Pairs in Tweet in G10:
[8] aspen,institute
[7] institute,berlin
[6] talking,peterbakernyt
[6] peterbakernyt,aspen
[5] davidfrum,talking

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@coreysdigs
@communityccrc
@aspeninstitute
@espn
@avvenire_nei
@aspeninstsports
@nba
@mrvincecarter15
@chiney
@jrnba

Top Mentioned in G1:
@coreysdigs
@stanford
@lilysarafan
@niacouncil
@richardgrenell
@sentedcruz
@senrobportman
@senrubiopress
@sentomcotton
@hanifjazayeri

Top Mentioned in G2:
@aspeninstitute
@aspeninstsports
@espn
@espnpr
@aspenlatinos
@teamsnap
@send2press
@heirsproperty
@homecourtai
@mddupont

Top Mentioned in G3:
@beartrust
@enewschannels
@cozza_86
@neotropenews

Top Mentioned in G4:
@realdonaldtrump
@gatewaypundit
@agortitz
@missesj3
@2spaceninja15
@we_have_risen
@peaceanonredux
@madaddictsport
@trophytruck_q
@washingtonq45

Top Mentioned in G5:
@communityccrc
@naceptweets
@mtdualcredit
@aspenhighered
@meikled_john
@sfoundation
@collegeinhs
@comm_college
@aspeninstitute

Top Mentioned in G6:
@pftoner
@aspeninstitute
@edfunders
@bostonfdn
@mascd
@edcommission
@centerpointed
@teachplus
@teachplusma
@edtrust

Top Mentioned in G7:
@avvenire_nei

Top Mentioned in G8:
@nba
@espn
@mrvincecarter15
@chiney
@jrnba

Top Mentioned in G9:
@aspen_boi
@aspenworkforce
@recologywz
@projectequity
@iasp_heller
@institute_coop
@citi
@marketplace
@dmweintraub

Top Mentioned in G10:
@peterbakernyt
@davidfrum
@hughhewitt

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@akmalarif90
@cheri_kentucky
@anzers
@9news
@jefflee2020
@1776pathenry
@gherardimauro1
@gntlman
@nytimes

Top Tweeters in G1:
@cheri_kentucky
@anzers
@jefflee2020
@1776pathenry
@4annegs
@lavery1965
@brendapower88
@rachael1776
@debrah38249436
@mozziesmom

Top Tweeters in G2:
@9news
@denverchannel
@kdvr
@denverpost
@cbsdenver
@coloradoan
@espn
@alexwitzleben
@theundefeated
@send2press

Top Tweeters in G3:
@robinsnewswire
@gntlman
@otcdynamics
@pressrelease_cc
@cozza_86
@geraldina_gv
@cspannow
@beartrust
@corvonero75
@theaspentimes

Top Tweeters in G4:
@freenaynow
@christinepolon1
@smileygurl56
@almostjingo
@lavenderlives
@adrienne711
@gatewaypundit
@bluepopcorn8
@babereflex_8
@4heartandsoul

Top Tweeters in G5:
@kathy_godwin
@comm_college
@chrisnellum
@novapreskress
@alderdice
@communityccrc
@nisod
@cteworks
@jonalfuth
@noblelibra

Top Tweeters in G6:
@edtrust
@teachplus
@pienetwork
@pftoner
@nelliemaeedfdn
@ccsso
@bostonfdn
@broadcenter
@mbaenews
@edcommission

Top Tweeters in G7:
@gherardimauro1
@giuliog
@ottovanz
@ponytaele
@eureoscriss
@avvenire_nei
@donmimmo
@alexandra0306
@romanoang
@parrocchiaf

Top Tweeters in G8:
@akmalarif90
@dj_legion_one
@nba
@jhernandez_34
@pepeescamilla_
@nbacares
@mrvincecarter15
@jrnba
@enzo55726934
@smkwriter1

Top Tweeters in G9:
@marketplace
@bear_risa
@neweconomics
@citi
@aspenworkforce
@aspen_boi
@j_b_briggs
@mulengaricardo
@iasp_heller
@institute_coop

Top Tweeters in G10:
@saukel
@hughhewitt
@harris2_e
@davidfrum
@musingonmovies
@sthrngal2020
@peterbakernyt
@judithc44397974
@mcgeehumphreys
@vahavb