aspenideas, Twitter, 2/27/2020 3:56:51 AM, 221989


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aspenideas_2020-02-26_19-48-00.xlsx
aspenideas_2020-02-26_19-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 27, 2020
Short Description:
aspenideas via NodeXL http://bit.ly/2VpPu9C
@aspenideas
@johnhmcwhorter
@rocketgirlmd
@katecbowler
@jstanghini
@aspen_challenge
@notokapp
@wajahatali
@jelani9
@jennyboylan

Top hashtags:
#aspenideas
#aspenideashealth
#blackhistorymonth
#saif
#idea
#metoo

Description:
Description
The graph represents a network of 349 Twitter users whose tweets in the requested range contained "aspenideas", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 February 2020 at 03:48 UTC.

The requested start date was Thursday, 27 February 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 12-day, 16-hour, 24-minute period from Thursday, 13 February 2020 at 05:58 UTC to Tuesday, 25 February 2020 at 22:23 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 : 349
Unique Edges : 478
Edges With Duplicates : 139
Total Edges : 617
Number of Edge Types : 4
MentionsInRetweet : 309
Mentions : 237
Replies to : 27
Tweet : 44
Self-Loops : 44
Reciprocated Vertex Pair Ratio : 0.0649895178197065
Reciprocated Edge Ratio : 0.122047244094488
Connected Components : 27
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 304
Maximum Edges in a Connected Component : 563
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.587131
Graph Density : 0.00418272239238547
Modularity : 0.555296
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 349 Twitter users whose tweets in the requested range contained "aspenideas", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 February 2020 at 03:48 UTC.

The requested start date was Thursday, 27 February 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 12-day, 16-hour, 24-minute period from Thursday, 13 February 2020 at 05:58 UTC to Tuesday, 25 February 2020 at 22:23 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 : aspenideas
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:
[10] https://www.aspenideas.org/podcasts/hidden-figures-author-on-storytelling-race-science
[5] https://twitter.com/aspenideas/status/1230564273480511488
[4] https://www.aspenideas.org/sessions/alternate-endings-six-new-ways-to-die-in-america
[4] https://www.aspenideas.org/podcasts/how-isms-are-ruining-political-discourse
[3] https://www.aspenideas.org/sessions/harnessing-the-momentum-of-metoo
[3] https://www.aspenideas.org/collections/get-your-geek-on-the-cutting-edge-of-science
[3] https://www.aspenideas.org/sessions/the-crisis-of-election-security
[3] https://twitter.com/aspenideas/status/1230231077995732992
[3] https://www.aspenideas.org/pages/register
[2] https://twitter.com/aspenideas/status/1232346736355528705

Top URLs in Tweet in G1:
[3] https://www.aspenideas.org/sessions/harnessing-the-momentum-of-metoo
[2] https://www.aspenideas.org/pages/register
[2] https://www.aspenideas.org/collections/should-i-stay-or-should-i-go-europe-after-brexit
[2] https://www.aspenideas.org/sessions/is-immortality-the-goal
[2] https://www.aspenideas.org/sessions/alternate-endings-six-new-ways-to-die-in-america
[2] https://www.aspenideas.org/sessions/deep-dive-preventing-pandemics
[2] https://www.aspenideas.org/collections/get-your-geek-on-the-cutting-edge-of-science
[2] http://aspenideas.org/sessions/what-will-the-green-new-deal-cost-and-what-can-it-save
[2] https://www.aspenideas.org/sessions/geography-of-opportunity
[1] https://www.aspenideas.org/sessions/biased-the-unseen-prejudice-that-shapes-what-we-see-think-and-do

Top URLs in Tweet in G2:
[2] https://www.aspenideas.org/podcasts/how-isms-are-ruining-political-discourse
[1] https://www.aspenideas.org/sessions/the-genesis-of-isms

Top URLs in Tweet in G3:
[1] http://humansarefree.com/2016/09/over-30000-scientists-declare-climate.html
[1] https://twitter.com/aspenideas/status/1232346736355528705

Top URLs in Tweet in G4:
[4] https://twitter.com/aspenideas/status/1230564273480511488

Top URLs in Tweet in G5:
[2] https://www.aspenideas.org/podcasts/how-isms-are-ruining-political-discourse
[2] https://twitter.com/aspenideas/status/1230911561885212675
[1] https://twitter.com/aspenideas/status/1228358740564332544
[1] https://www.aspenideas.org/articles/ask-ideas-love-sex-breakups-and-everything-in-between
[1] https://twitter.com/aspenideas/status/1228731446463848448
[1] https://twitter.com/aspenideas/status/1228748811058761729
[1] https://www.aspenideas.org/sessions/the-god-particle
[1] https://www.aspenideas.org/sessions/on-climate-policy-cities-lead-the-way
[1] https://twitter.com/aspenideas/status/1182371217753423873
[1] https://twitter.com/aspenideas/status/1230578366287400960

Top URLs in Tweet in G6:
[2] https://www.aspenideas.org/sessions/the-crisis-of-election-security
[1] https://www.youtube.com/watch?v=Mh6Brbw6YdU&feature=youtu.be

[1] https://www.aspenideas.org/pages/register
[1] https://www.aspenideas.org/sessions/a-civil-rights-movement-for-the-21st-century-black-lives-matter
[1] https://admin.aspenideas.org/sessions/what-the-2016-election-is-teaching-us-about-a-changing-america
[1] https://www.youtube.com/watch?v=tCMJW-auEhE

[1] https://www.aspenideas.org/articles/what-growing-up-in-iraq-taught-me-about-propaganda
[1] https://climatechangethemusical.bandcamp.com/track/mudslides-in-montecito
[1] https://climatechangethemusical.bandcamp.com/track/pecked-to-death-by-canadian-snow-geese
[1] https://climatechangethemusical.bandcamp.com/track/we-dont-have-no-cornflakes

Top URLs in Tweet in G7:
[1] https://twitter.com/aspenideas/status/1227696879439204352
[1] https://overcast.fm/+GfQPaEeq0

Top URLs in Tweet in G8:
[3] https://twitter.com/aspenideas/status/1230231077995732992

Top URLs in Tweet in G9:
[10] https://www.aspenideas.org/podcasts/hidden-figures-author-on-storytelling-race-science

Top URLs in Tweet in G10:
[1] https://twitter.com/aspenideas/status/1231982619400773634

Top Domains
Top Domains in Tweet in Entire Graph:
[103] aspenideas.org
[32] twitter.com
[3] youtube.com
[3] bandcamp.com
[2] jamanetwork.com
[2] incisionuk.com
[1] opportunityatlas.org
[1] humansarefree.com
[1] cdbaby.com
[1] tfaforms.com

Top Domains in Tweet in G1:
[60] aspenideas.org
[4] twitter.com
[1] opportunityatlas.org
[1] tfaforms.com
[1] cdbaby.com

Top Domains in Tweet in G2:
[3] aspenideas.org

Top Domains in Tweet in G3:
[1] humansarefree.com
[1] twitter.com

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

Top Domains in Tweet in G5:
[11] twitter.com
[11] aspenideas.org

Top Domains in Tweet in G6:
[6] aspenideas.org
[3] bandcamp.com
[2] youtube.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] overcast.fm

Top Domains in Tweet in G8:
[3] twitter.com

Top Domains in Tweet in G9:
[10] aspenideas.org

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] aspenideas
[23] aspenideashealth
[4] blackhistorymonth
[4] saif
[4] idea
[3] metoo
[3] valentinesday2020
[3] cohealth
[3] blacklivesmatter
[2] valentinesday



Top Hashtags in Tweet in G1:
[22] aspenideashealth
[22] aspenideas
[3] metoo
[3] cohealth
[2] valentinesday
[1] mardigras
[1] valentinesday2020
[1] blackhistorymonth
[1] opportunityatlas

Top Hashtags in Tweet in G3:
[2] climatechange
[1] climatehoax

Top Hashtags in Tweet in G5:
[1] googlealerts
[1] covid19
[1] sanjosemayor
[1] weare

Top Hashtags in Tweet in G6:
[3] blackhistorymonth
[3] blacklivesmatter
[2] aspenideas
[1] valentinesday2020
[1] aspenideashealth
[1] electionsecurity
[1] aspen

Top Hashtags in Tweet in G7:
[1] afterhours

Top Hashtags in Tweet in G10:
[1] suicideawareness
[1] suicideprevention
[1] notokapp
[1] depressionawareness
[1] endthestigma
[1] helpisavailable

Top Words
Top Words in Tweet in Entire Graph:
[272] Words in Sentiment List#1: Positive
[228] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[8242] Non-categorized Words
[8742] Total Words
[156] aspenideas
[70] socialist
[58] aspen
[48] people
[42] johnhmcwhorter

Top Words in Tweet in G1:
[86] aspenideas
[24] goes
[22] #aspenideashealth
[22] #aspenideas
[21] change
[21] life
[18] health
[17] global
[17] go
[16] put

Top Words in Tweet in G2:
[68] socialist
[40] johnhmcwhorter
[40] aspen
[40] terms
[35] liberal
[33] last
[33] summer
[33] spoke
[33] neoliberal
[33] democratic

Top Words in Tweet in G3:
[14] aspenideas
[9] billmckibben
[5] sliccardo
[5] climate
[5] change
[5] earth
[5] outside
[5] comfort
[5] zone
[5] time

Top Words in Tweet in G4:
[16] rocketgirlmd
[16] don
[16] treat
[16] sick
[16] people
[16] re
[16] side
[16] glass
[16] katecbowler

Top Words in Tweet in G5:
[3] ideas
[3] aspen
[2] everything
[2] many
[2] help
[2] talk
[2] research
[2] sliccardo
[2] cities
[2] global

Top Words in Tweet in G6:
[20] aspenideas
[15] aspeninstitute
[8] two
[7] civil
[7] rights
[7] faisalalmutar
[7] article
[7] before
[7] talk
[7] years

Top Words in Tweet in G7:
[5] aspenideas
[5] youngmemoon
[4] harvardbiz
[4] desaimihira
[3] podcast
[3] something
[2] much
[2] fun
[2] more
[2] nice

Top Words in Tweet in G8:
[10] jelani9
[10] talked
[10] country's
[10] economic
[10] anxiety
[10] give
[10] listen
[9] wajahatali

Top Words in Tweet in G9:
[10] hidden
[10] figures
[10] author
[10] storytelling
[10] race
[10] science
[10] aspen
[10] ideas
[9] womenfilmofcolr

Top Words in Tweet in G10:
[17] help
[12] people
[11] created
[11] notokapp
[11] young
[6] incredible
[6] free
[6] app
[6] called
[6] reach

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] johnhmcwhorter,aspen
[34] aspen,last
[34] last,summer
[34] summer,spoke
[34] spoke,terms
[34] terms,neoliberal
[34] neoliberal,socialist
[34] socialist,democratic
[34] democratic,socialist
[34] socialist,liberal

Top Word Pairs in Tweet in G1:
[12] health,care
[12] climate,change
[11] stocks,go
[11] go,gdp
[11] gdp,goes
[11] goes,employment
[11] employment,goes
[11] goes,sliding
[11] sliding,global
[11] global,rankings

Top Word Pairs in Tweet in G2:
[38] johnhmcwhorter,aspen
[33] aspen,last
[33] last,summer
[33] summer,spoke
[33] spoke,terms
[33] terms,neoliberal
[33] neoliberal,socialist
[33] socialist,democratic
[33] democratic,socialist
[33] socialist,liberal

Top Word Pairs in Tweet in G3:
[5] climate,change
[5] aspenideas,earth
[5] earth,outside
[5] outside,comfort
[5] comfort,zone
[5] zone,time
[5] time,step
[5] step,ours
[5] ours,billmckibben
[5] billmckibben,350

Top Word Pairs in Tweet in G4:
[16] don,treat
[16] treat,sick
[16] sick,people
[16] people,re
[16] re,side
[16] side,glass
[16] glass,katecbowler
[15] rocketgirlmd,don

Top Word Pairs in Tweet in G5:
[2] aspen,ideas

Top Word Pairs in Tweet in G6:
[7] civil,rights
[7] article,aspeninstitute
[7] aspeninstitute,before
[7] before,talk
[7] talk,aspenideas
[7] aspenideas,two
[7] two,years
[7] years,ago
[7] ago,still
[7] still,relevant

Top Word Pairs in Tweet in G7:
[4] harvardbiz,aspenideas
[4] aspenideas,youngmemoon
[3] desaimihira,harvardbiz
[2] nice,hear

Top Word Pairs in Tweet in G8:
[10] jelani9,talked
[10] talked,country's
[10] country's,economic
[10] economic,anxiety
[10] anxiety,give
[10] give,listen
[9] wajahatali,jelani9

Top Word Pairs in Tweet in G9:
[10] hidden,figures
[10] figures,author
[10] author,storytelling
[10] storytelling,race
[10] race,science
[10] science,aspen
[10] aspen,ideas
[9] womenfilmofcolr,hidden

Top Word Pairs in Tweet in G10:
[11] notokapp,help
[6] incredible,young
[6] young,people
[6] people,created
[6] created,free
[6] free,app
[6] app,called
[6] called,notokapp
[6] help,people
[6] people,reach

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@aspenideas
@johnhmcwhorter
@rocketgirlmd
@katecbowler
@aspeninstitute
@notokapp
@billmckibben
@jelani9
@wajahatali
@choo_ek

Top Mentioned in G1:
@aspenideas
@choo_ek
@adamgrant
@cragcrest
@erictopol
@perripeltz
@endingpandemics
@udnore
@stanfordsparq
@zannymb

Top Mentioned in G2:
@johnhmcwhorter
@davidadstutia
@rvawonk

Top Mentioned in G3:
@aspenideas
@billmckibben
@sliccardo
@350
@vsiv
@umavaleti
@senjeffmerkley
@littletrip
@amyaharder
@yonderis

Top Mentioned in G4:
@rocketgirlmd
@katecbowler
@aspenideas

Top Mentioned in G6:
@aspenideas
@aspeninstitute
@faisalalmutar
@repjohnlewis
@theatlantic
@ideasb2
@johnhmcwhorter
@chsommers

Top Mentioned in G7:
@harvardbiz
@aspenideas
@youngmemoon
@ezraklein
@jdickerson
@tylercowen
@armchairexppod
@iq2us
@adammgrant
@tferriss

Top Mentioned in G8:
@jelani9
@wajahatali
@aspenideas

Top Mentioned in G9:
@womenfilmofcolr

Top Mentioned in G10:
@notokapp
@aspenideas
@nickivicki

Top Tweeters
Top Tweeters in Entire Graph:
@jjj5819
@ronaldclarke
@sallyagale
@roxann_minerals
@dragoncat936362
@drjudystone
@cathyyoung63
@tomvarghesejr
@kefish
@theatlantic

Top Tweeters in G1:
@jjj5819
@sallyagale
@dee26557409
@glendafaye12
@ccnn35555922
@capehartj
@_steve2_
@keywestthedog
@aditacruz75
@christeucharist

Top Tweeters in G2:
@cathyyoung63
@vernelavurl
@rvawonk
@mrtraywick
@magisterdamask
@ianadastra
@rinkumathew
@liberrocky
@thatotherboi
@seeker98747

Top Tweeters in G3:
@kefish
@ccaspen
@ozetty
@350
@billmckibben
@amyaharder
@dzarrilli
@senjeffmerkley
@thomaseanderson
@sliccardo

Top Tweeters in G4:
@drjudystone
@tomvarghesejr
@isabelott
@essayareayaitch
@potato_chip
@gracecordovano
@laurasweetjane
@withspin
@amidonchris
@gabibirkner

Top Tweeters in G5:
@roxann_minerals
@eighthdayarts
@wgroth2pol
@apphighlandsbob
@chrisfralic
@karenmo06514375
@citizenwillis
@mr_aidenbrady
@dee_henderson
@sitara_parker

Top Tweeters in G6:
@dragoncat936362
@theatlantic
@stp43fan
@kmdartandarch
@chsommers
@aspeninstitute
@ccrealmusical
@obaidomer
@barac_nieto
@faisalalmutar

Top Tweeters in G7:
@harvardbiz
@iq2us
@jstanghini
@tylercowen
@jdickerson
@tferriss
@adammgrant
@ezraklein
@desaimihira
@youngmemoon

Top Tweeters in G8:
@mehdirhasan
@wajahatali
@ablackman5
@dotmynameonyou
@informedthe
@jelani9
@jvagle
@mikartaz
@mustafa456
@daado13

Top Tweeters in G9:
@visionarypains
@womenfilmofcolr
@dretop1a
@pathofwill1
@thecsuea
@lucretiagore
@womenofthelens
@cateclarity7
@bacemnetwork
@sybil_barrett

Top Tweeters in G10:
@galagaluvr69
@publichealthmap
@leahfliter
@mreedjohnson
@notokapp
@blackmentalmat1
@nickivicki
@drjoshpackard
@wearespringtide


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