aspen institute, Twitter, 1/3/2020 6:36:33 PM, 219777


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aspen institute_2020-01-01_18-33-36.xlsx
aspen institute_2020-01-01_18-33-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 03, 2020
Short Description:
aspen institute via NodeXL http://bit.ly/37z1ict
@tippytopshapeu
@aspeninstitute
@pouissant1
@carrollquigley1
@diane14540554
@txtrumpette89
@avery1776
@emergingprairie
@jm3wealth
@rjf_ferguson

Top hashtags:
#retirement
#financial
#security
#secureact

Description:
Description
The graph represents a network of 370 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, 02 January 2020 at 02:33 UTC.

The requested start date was Thursday, 02 January 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 13-day, 11-hour, 24-minute period from Thursday, 19 December 2019 at 01:46 UTC to Wednesday, 01 January 2020 at 13:11 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 : 370
Unique Edges : 316
Edges With Duplicates : 236
Total Edges : 552
Number of Edge Types : 4
Tweet : 53
Mentions : 197
Replies to : 34
MentionsInRetweet : 268
Self-Loops : 53
Reciprocated Vertex Pair Ratio : 0.0274725274725275
Reciprocated Edge Ratio : 0.053475935828877
Connected Components : 73
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 160
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.167427
Graph Density : 0.0027393246905442
Modularity : 0.654852
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 370 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, 02 January 2020 at 02:33 UTC.

The requested start date was Thursday, 02 January 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 13-day, 11-hour, 24-minute period from Thursday, 19 December 2019 at 01:46 UTC to Wednesday, 01 January 2020 at 13:11 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:
[8] https://www.aspeninstitute.org/blog-posts/2020-predictions-for-business-society/
[6] https://www.discoverthenetworks.org/organizations/aspen-institute-ai/
[3] https://sloanreview.mit.edu/article/the-false-choice-between-business-and-ethics/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[2] https://medium.com/mercer-insights/consensus-is-growing-among-industry-stakeholders-and-policymakers-around-addressing-americas-990743199111?sf227210607=1
[2] https://medium.com/mercer-insights/consensus-is-growing-among-industry-stakeholders-and-policymakers-around-addressing-americas-990743199111?sf226943269=1
[2] https://qz.com/work/1763389/aspen-institute-names-10-mba-courses-reinventing-business-schools/?utm_source=Twitter&utm_medium=qz-organic&utm_campaign=hootsuite&hootPostID=e2332f52b7e8bca2f1c0d6079dd06f58
[2] https://www.aspeninstitute.org/longform/ideas-the-magazine-of-the-aspen-institute-winter-2018-2019/stake-your-claim/
[2] http://clerk.house.gov/public_disc/giftTravel.aspx
[2] http://archive.ph/QnJrK
[2] http://clerk.house.gov/public_disc/giftTravel-search.aspx

Top URLs in Tweet in G2:
[6] https://www.aspeninstitute.org/blog-posts/2020-predictions-for-business-society/
[2] https://www.aspeninstitute.org/longform/two-steps-at-a-time/
[2] https://www.aspeninstitute.org/blog-posts/five-lessons-for-corporate-social-intrapreneurs/
[2] https://www.aspeninstitute.org/news/press-release/2019-ideas-worth-teaching-award/
[1] https://insidesel.com/2019/04/15/examining-the-aspen-institutes-new-sead-action-guide/
[1] https://www.aspeninstitute.org/longform/ideas-the-magazine-of-the-aspen-institute-winter-2019-20/good-ideas-in-the-badlands/?utm_campaign=coschedule&utm_source=twitter&utm_medium=emergingprairie
[1] https://www.linkedin.com/slink?code=evxcguj
[1] https://twitter.com/RJF_Ferguson/status/1209445183961608192
[1] https://www.wlu.ca/news/spotlights/2019/dec/laurier-marketing-professor-receives-aspen-institute-teaching-honour-for-redefining-business-education.html
[1] https://www.aspeninstitute.org/news/press-release/2020-aspen-words-literary-prize-longlist/

Top URLs in Tweet in G4:
[1] https://twitter.com/TheChillum/status/1037936422483886080

Top URLs in Tweet in G5:
[2] https://www.aspeninstitute.org/blog-posts/2020-predictions-for-business-society/
[1] https://www.aspeninstitute.org/blog-posts/exchange-future-of-work-and-agriculture-workshop-report/
[1] https://sloanreview.mit.edu/article/the-false-choice-between-business-and-ethics/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[1] https://www.aspeninstitute.org/longform/ideas-the-magazine-of-the-aspen-institute-winter-2019-20/what-to-read-this-winter/
[1] http://www.tomdispatch.com/post/174925/chalmers_johnson_teaching_imperialism_101
[1] https://watch-unto-prayer.org/charter8.html
[1] https://www.linkedin.com/slink?code=gDe93QA
[1] https://www.linkedin.com/slink?code=gUQS6EX
[1] https://economicstrategygroup.org/resource/fiscal-policy-with-high-debt-and-low-interest-rates/
[1] https://www.utdanacenter.org/blog/integrating-social-emotional-and-academic-development-student-success

Top URLs in Tweet in G6:
[2] https://www.aspeninstitute.org/longform/ideas-the-magazine-of-the-aspen-institute-winter-2018-2019/stake-your-claim/
[1] https://www.aspeninstitute.org/events/the-aspen-institute-launches-new-tool-to-create-business-incentives-by-measuring-good-jobs/

Top URLs in Tweet in G7:
[1] https://www.traverseticker.com/news/why-are-fewer-children-playing-sports/

Top URLs in Tweet in G8:
[1] https://www.theepochtimes.com/nsa-director-rogers-disclosed-fisa-abuse-days-after-carter-page-fisa-was-issued_2692033.html
[1] https://www.aspeninstitute.org/our-people/john-carlin/

Top URLs in Tweet in G9:
[6] https://www.discoverthenetworks.org/organizations/aspen-institute-ai/

Top URLs in Tweet in G10:
[1] https://www.discoverthenetworks.org/individuals/george-soros/

Top Domains
Top Domains in Tweet in Entire Graph:
[28] aspeninstitute.org
[10] twitter.com
[7] discoverthenetworks.org
[6] medium.com
[6] linkedin.com
[4] house.gov
[3] qz.com
[3] mit.edu
[2] archive.ph
[2] socceramerica.com

Top Domains in Tweet in G2:
[16] aspeninstitute.org
[1] insidesel.com
[1] linkedin.com
[1] twitter.com
[1] wlu.ca
[1] facebook.com

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

Top Domains in Tweet in G5:
[6] aspeninstitute.org
[3] linkedin.com
[2] twitter.com
[2] medium.com
[1] mit.edu
[1] tomdispatch.com
[1] watch-unto-prayer.org
[1] economicstrategygroup.org
[1] utdanacenter.org
[1] csmonitor.com

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

Top Domains in Tweet in G7:
[1] traverseticker.com

Top Domains in Tweet in G8:
[1] theepochtimes.com
[1] aspeninstitute.org

Top Domains in Tweet in G9:
[6] discoverthenetworks.org

Top Domains in Tweet in G10:
[1] discoverthenetworks.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7] retirement
[6] financial
[6] security
[6] secureact
[6] employeeownership
[6] ngo
[6] soros
[6] trump2020
[5] fargo
[3] ncaa



Top Hashtags in Tweet in G2:
[5] fargo
[2] venezuela
[1] newyearseve
[1] decadechallenge
[1] newyearchallenge
[1] sel
[1] socialemotionallearning
[1] edchat
[1] wholechild
[1] altedchat

Top Hashtags in Tweet in G5:
[2] retirement
[2] financial
[2] security
[2] secureact
[1] icymi
[1] k12
[1] vocalinkemployee
[1] icon
[1] fortitude
[1] qanon

Top Hashtags in Tweet in G6:
[6] employeeownership
[1] talkgoodjobs

Top Hashtags in Tweet in G9:
[6] ngo
[6] soros
[6] trump2020

Top Words
Top Words in Tweet in Entire Graph:
[155] Words in Sentiment List#1: Positive
[66] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7076] Non-categorized Words
[7297] Total Words
[185] aspen
[184] institute
[63] wh
[63] deepstate
[63] luncheon

Top Words in Tweet in G1:
[8] mevans5219
[8] jamesmgoss
[8] iamthewatchman3
[8] dedona51
[8] j_ankrom
[8] therightsideof1
[8] johnwallmeup
[8] ldknepper
[8] cotoblogzz
[6] tippytopshapeu

Top Words in Tweet in G2:
[25] aspeninstitute
[23] aspen
[22] institute
[22] face
[11] business
[11] first
[11] generation
[11] students
[11] unique
[11] challenges

Top Words in Tweet in G3:
[60] wh
[60] deepstate
[60] luncheon
[58] october
[58] 2016
[58] coup
[58] meeting
[58] rice
[56] continued
[56] eric

Top Words in Tweet in G4:
[12] institute
[11] former
[10] carrollquigley1
[8] brookings
[8] holdingham
[8] hakluyt
[8] connections
[8] nato
[8] secretary
[8] javier

Top Words in Tweet in G5:
[29] aspen
[28] institute
[4] business
[4] policy
[4] 2020
[3] read
[3] tech
[3] steps
[3] bush
[3] one

Top Words in Tweet in G6:
[11] aspenworkforce
[10] communities
[6] quality
[6] jobs
[6] strategy
[6] #employeeownership
[5] gave
[5] way
[5] activate
[5] ceos

Top Words in Tweet in G7:
[13] kids
[13] sports
[13] play
[12] think
[12] less
[12] playing
[12] survey
[12] conducted
[12] aspen
[12] institute

Top Words in Tweet in G8:
[7] institute
[7] aspen
[5] __swordofgod__
[5] m2madness
[4] terrylou_d
[3] cyber
[3] john
[3] exactly
[3] ac
[3] funded

Top Words in Tweet in G9:
[6] george
[6] soros
[6] infiltrating
[6] usa
[6] one
[6] ngo
[6] time
[6] #ngo
[6] #soros
[6] #trump2020

Top Words in Tweet in G10:
[8] ai
[8] change
[7] organizations
[7] receive
[7] soros
[7] pt14
[7] aspen
[7] institute
[7] win
[7] ctw

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[165] aspen,institute
[63] wh,deepstate
[63] deepstate,luncheon
[61] october,2016
[61] 2016,wh
[61] luncheon,coup
[61] coup,meeting
[59] meeting,continued
[59] eric,ciamella
[56] continued,eric

Top Word Pairs in Tweet in G1:
[8] mevans5219,jamesmgoss
[8] jamesmgoss,iamthewatchman3
[8] iamthewatchman3,dedona51
[8] dedona51,j_ankrom
[8] j_ankrom,therightsideof1
[8] therightsideof1,johnwallmeup
[8] johnwallmeup,ldknepper
[8] ldknepper,cotoblogzz
[6] tippytopshapeu,mevans5219
[6] cotoblogzz,swa

Top Word Pairs in Tweet in G2:
[22] aspen,institute
[13] institute,aspeninstitute
[11] first,generation
[11] generation,students
[11] students,face
[11] face,unique
[11] unique,challenges
[11] challenges,face
[11] face,far
[11] far,greater

Top Word Pairs in Tweet in G3:
[60] wh,deepstate
[60] deepstate,luncheon
[58] october,2016
[58] 2016,wh
[58] luncheon,coup
[58] coup,meeting
[56] meeting,continued
[56] eric,ciamella
[53] continued,eric
[50] susan,rice

Top Word Pairs in Tweet in G4:
[8] brookings,institute
[8] institute,holdingham
[8] holdingham,hakluyt
[8] hakluyt,connections
[8] connections,former
[8] former,nato
[8] nato,secretary
[8] secretary,javier
[8] javier,solana
[8] solana,madariaga

Top Word Pairs in Tweet in G5:
[22] aspen,institute
[3] 2020,predictions
[3] predictions,business
[3] business,society
[3] society,aspen
[2] aspen,institute's
[2] aspen,tech
[2] tech,policy
[2] policy,hub
[2] thatcher,tell

Top Word Pairs in Tweet in G6:
[5] gave,way
[5] way,activate
[5] activate,ceos
[5] ceos,really
[5] really,engage
[5] engage,improving
[5] improving,quality
[5] quality,jobs
[5] communities,particularly
[5] particularly,smaller

Top Word Pairs in Tweet in G7:
[12] think,less
[12] less,kids
[12] kids,playing
[12] playing,sports
[12] sports,survey
[12] survey,conducted
[12] conducted,aspen
[12] aspen,institute
[12] institute,project
[12] project,play

Top Word Pairs in Tweet in G8:
[6] aspen,institute
[5] __swordofgod__,m2madness
[4] terrylou_d,__swordofgod__
[3] m2madness,exactly
[3] exactly,ac
[3] ac,aspen
[3] institute,funded
[3] funded,burisma
[2] institute,2017
[2] 2017,2018

Top Word Pairs in Tweet in G9:
[6] george,soros
[6] soros,infiltrating
[6] infiltrating,usa
[6] usa,one
[6] one,ngo
[6] ngo,time
[6] time,#ngo
[6] #ngo,#soros
[6] #soros,#trump2020
[5] v_4_vendatta,george

Top Word Pairs in Tweet in G10:
[7] organizations,receive
[7] receive,soros
[7] soros,pt14
[7] pt14,aspen
[7] aspen,institute
[7] institute,ai
[7] ai,change
[7] change,win
[7] win,ctw
[7] ctw,gay

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@pouissant1
@aspeninstitute
@ctgprojecthq
@aspenworkforce
@carrollquigley1
@jamesmgoss
@iamthewatchman3
@dedona51
@j_ankrom
@therightsideof1

Top Mentioned in G1:
@jamesmgoss
@iamthewatchman3
@dedona51
@j_ankrom
@therightsideof1
@johnwallmeup
@ldknepper
@cotoblogzz
@tippytopshapeu
@mevans5219

Top Mentioned in G2:
@aspeninstitute
@emergingprairie
@judysamuelson
@aspeniaonline
@insidesel
@aspenedsociety
@aspenideas
@csearuk
@ustasom
@charlescho7705

Top Mentioned in G3:
@pouissant1

Top Mentioned in G4:
@carrollquigley1
@babereflex_8
@almostjingo
@to2close
@basedbasterd
@littlecarrotq
@eceverett1
@seekerotl
@passion_4truth
@avery1776

Top Mentioned in G6:
@aspenworkforce
@conway_maureen
@josephblasi
@ru_smlr
@janiceurbanik2d
@national_fund

Top Mentioned in G7:
@ctgprojecthq

Top Mentioned in G8:
@m2madness
@__swordofgod__
@terrylou_d
@richhiggins_dc
@sam_vinograd
@jpmediaboss
@sms_sullivan

Top Mentioned in G9:
@v_4_vendatta
@realdonaldtr
@realdonaldtrump
@youmustovercome
@deanomight1
@pepespeepers

Top Mentioned in G10:
@txtrumpette89
@pouissant1

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@eazeee2004
@toby_dorena
@safiyahnoor1
@au_bebe
@sigstarget
@donnacastel
@nazarethno1fan
@leftnotright
@websterelizabet

Top Tweeters in G1:
@donnacastel
@philadper2014
@lsferguson
@ldknepper
@j_ankrom
@sarahgi00782242
@trendsnewsday
@smokemrainey
@hatem_720
@qmeup2

Top Tweeters in G2:
@pmanzo70
@anamadileo
@farrukhkpitafi
@jschmeling
@aspeninstitute
@msurdan
@laurier
@aspeniaonline
@kdhively
@aspenideas

Top Tweeters in G3:
@toby_dorena
@au_bebe
@sigstarget
@sness5561_ness
@wrs1260
@cozy1614
@toreilly
@candygirlclw
@ellacoreleone
@vauxhall23

Top Tweeters in G4:
@leftnotright
@benktallmadge
@ma_liky_
@almostjingo
@lovely_infidel
@pamelaclearwood
@babereflex_8
@littlecarrotq
@patriotimigrant
@spydamanbearpig

Top Tweeters in G5:
@robinkpurcell
@magachronicle
@targetedsince07
@jonsolomonaspen
@17thops
@empowerelle
@jgtconline
@ykalmutawa
@attyjebs
@lightedstar

Top Tweeters in G6:
@mikesipplejr
@mshuey95
@aspenworkforce
@conway_maureen
@jkbriggs
@esoppodcast
@leylariley
@national_fund
@cecilegbetit
@ru_smlr

Top Tweeters in G7:
@nazarethno1fan
@tone1923
@goredrovers
@ctsportseditor
@ctgprojecthq
@sglilduck
@norwestsoccerl
@ymsliftingclub
@mmccaffrey17
@stohad1

Top Tweeters in G8:
@websterelizabet
@yepsuzn
@sms_sullivan
@jpmediaboss
@sam_vinograd
@m2madness
@__swordofgod__
@arthurschwartz
@richhiggins_dc
@terrylou_d

Top Tweeters in G9:
@v_4_vendatta
@youmustovercome
@realdonaldtrump
@pepespeepers
@itslitiantrevor
@deanomight1
@mcfallmarcy
@simonrhodes74
@heinrichzar
@realdonaldtr

Top Tweeters in G10:
@overhead440
@txtrumpette89
@usctrojan94
@cacindy3
@july26th1956
@diane14540554
@wepray4potus