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aspenideas_2019-12-12_19-31-13.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 13, 2019
Short Description:
aspenideas via NodeXL http://bit.ly/2RVFmE1
@aspenideas
@aspeninstitute
@lorigottlieb1
@notokapp
@dysautonomia
@reynoldsshook
@adammgrant
@tiffani
@starbucks
@ednaadan

Top hashtags:
#aspenideas
#aspenideashealth
#pots
#stopfundingfossils
#nurses
#midwives
#vw

Description:
Description
The graph represents a network of 251 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 Friday, 13 December 2019 at 03:31 UTC.

The requested start date was Thursday, 12 December 2019 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, 23-hour, 35-minute period from Thursday, 28 November 2019 at 01:06 UTC to Thursday, 12 December 2019 at 00:41 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 : 251
Unique Edges : 381
Edges With Duplicates : 151
Total Edges : 532
Number of Edge Types : 3
Mentions : 457
Replies to : 41
Tweet : 34
Self-Loops : 34
Reciprocated Vertex Pair Ratio : 0.047029702970297
Reciprocated Edge Ratio : 0.0898345153664303
Connected Components : 12
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 231
Maximum Edges in a Connected Component : 515
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.447717
Graph Density : 0.00674103585657371
Modularity : 0.461478
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 251 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 Friday, 13 December 2019 at 03:31 UTC.

The requested start date was Thursday, 12 December 2019 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, 23-hour, 35-minute period from Thursday, 28 November 2019 at 01:06 UTC to Thursday, 12 December 2019 at 00:41 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:
[7] https://www.aspenideas.org/pages/register
[5] https://www.aspenideas.org/sessions/everyone-is-going-through-something
[5] https://twitter.com/aspenideas/status/1203029590387462144
[5] https://twitter.com/aspenideas/status/1200487087386042369
[4] https://www.aspenideas.org/sessions/the-science-of-endurance-and-superhuman-feats
[3] https://www.aspenideas.org/sessions/on-climate-policy-cities-lead-the-way
[3] https://www.aspenideas.org/sessions/its-not-just-the-hormones-unpacking-teen-emotions
[2] https://www.aspenideas.org/podcasts/dont-call-kansas-or-any-middle-america-state-flyover
[2] https://www.aspenideas.org/sessions/book-talk-maybe-you-should-talk-to-someone-a-therapist-her-therapist-and-our-lives-revealed
[2] https://www.washingtonpost.com/opinions/2019/12/03/starbucks-coo-rosalind-brewer-race-leadership/

Top URLs in Tweet in G1:
[7] https://www.aspenideas.org/pages/register
[3] https://www.aspenideas.org/sessions/the-science-of-endurance-and-superhuman-feats
[3] https://www.aspenideas.org/sessions/its-not-just-the-hormones-unpacking-teen-emotions
[2] https://www.aspenideas.org/sessions/the-global-economy-a-delicate-moment
[2] https://www.aspenideas.org/sessions/our-new-supreme-court
[2] https://www.aspenideas.org/sessions/the-cost-of-college-is-it-worth-it
[2] https://www.aspenideas.org/sessions/does-great-art-speak-for-itself
[2] https://www.aspenideas.org/podcasts/evangelicals-and-americas-culture-war
[2] https://www.aspenideas.org/sessions/on-climate-policy-cities-lead-the-way
[2] https://www.aspenideas.org/sessions/the-next-chapter-in-energy-is-here

Top URLs in Tweet in G2:
[4] https://www.aspenideas.org/sessions/everyone-is-going-through-something
[2] https://www.aspeninstitute.org/podcasts/how-to-quash-bias/
[2] https://www.washingtonpost.com/opinions/2019/12/03/starbucks-coo-rosalind-brewer-race-leadership/
[1] https://www.aspenideas.org/podcasts/dont-call-kansas-or-any-middle-america-state-flyover
[1] https://aspenideas.org/pages/register
[1] https://www.aspenideas.org/sessions/gun-violence-a-mental-health-crisis-for-youth
[1] https://www.aspeninstitute.org/videos/how-ending-diploma-disparities-can-change-the-face-of-america/
[1] http://ninstitute.org/podcasts/combating-climate-change-one-protest-at-a-time/
[1] https://www.aspeninstitute.org/podcasts/combating-climate-change-one-protest-at-a-time/
[1] https://www.aspenideas.org/podcasts/impeachment-a-citizens-guide-with-cass-sunstein

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=mS9CFBlLOcg&feature=youtu.be

[1] https://twitter.com/tiffani/status/1202088217027207170

Top URLs in Tweet in G4:
[5] https://twitter.com/aspenideas/status/1200487087386042369

Top URLs in Tweet in G5:
[1] https://twitter.com/aspenideas/status/1203009709533360130
[1] https://apple.co/2NqaCGm

Top URLs in Tweet in G6:
[1] https://www.aspenideas.org/sessions/the-shared-roots-of-extremism
[1] https://www.aspenideas.org/sessions/the-science-of-endurance-and-superhuman-feats
[1] https://twitter.com/aspenideas/status/1201890082254405632
[1] https://twitter.com/aspenideas/status/1201920784186429442
[1] https://twitter.com/aspenideas/status/1201937897034846208
[1] https://twitter.com/aspenideas/status/1203029590387462144
[1] https://twitter.com/aspenideas/status/1203761412570398721

Top URLs in Tweet in G8:
[1] https://www.aspenideas.org/sessions/our-children-are-in-trouble

Top URLs in Tweet in G9:
[1] https://twitter.com/aspenideas/status/1202258403298443264

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[64] aspenideas
[9] aspenideashealth
[4] pots
[2] stopfundingfossils
[2] nurses
[2] midwives
[2] vw
[1] oldschoolstyle
[1] thegoldenrule
[1] blacktechtwitter



Top Hashtags in Tweet in G1:
[47] aspenideas
[8] aspenideashealth
[1] written

Top Hashtags in Tweet in G2:
[11] aspenideas
[1] aspenideashealth
[1] oldschoolstyle
[1] thegoldenrule

Top Hashtags in Tweet in G3:
[1] blacktechtwitter

Top Hashtags in Tweet in G4:
[2] aspenideas
[1] fact
[1] growup

Top Hashtags in Tweet in G5:
[2] aspenideas

Top Hashtags in Tweet in G7:
[2] vw
[1] honda
[1] ford
[1] gm
[1] mercedes
[1] mazda
[1] rollsroyce
[1] dodge
[1] toyota
[1] audi

Top Hashtags in Tweet in G8:
[4] pots

Top Hashtags in Tweet in G9:
[2] stopfundingfossils
[1] aspenideas

Top Hashtags in Tweet in G10:
[2] nurses
[2] midwives
[1] maternalhealth

Top Words
Top Words in Tweet in Entire Graph:
[177] Words in Sentiment List#1: Positive
[182] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[6401] Non-categorized Words
[6760] Total Words
[157] aspenideas
[64] #aspenideas
[42] aspeninstitute
[34] tiffani
[33] go

Top Words in Tweet in G1:
[70] aspenideas
[47] #aspenideas
[29] senjeffmerkley
[27] more
[23] carbon
[18] go
[18] oregon
[17] lungful
[17] air
[17] today

Top Words in Tweet in G2:
[33] aspeninstitute
[24] aspenideas
[20] bias
[12] go
[11] #aspenideas
[10] down
[9] manage
[9] particularly
[9] classroom
[9] workplace

Top Words in Tweet in G3:
[40] aspenideas
[34] tiffani
[23] water
[22] affordability
[16] question
[15] serious
[15] speak
[15] festival
[5] touches
[5] many

Top Words in Tweet in G4:
[9] aspenideas
[8] davidafrench
[7] 80
[7] white
[7] voted
[7] katecbowler
[7] thechrisbuskirk
[7] mjgerson
[4] evangelicals
[4] translation

Top Words in Tweet in G5:
[4] lorigottlieb1
[4] guywinch
[4] podcast
[3] aspenideas
[3] despite
[3] look
[3] face
[3] really
[3] fact
[3] launching

Top Words in Tweet in G7:
[2] #vw

Top Words in Tweet in G8:
[6] hannah
[5] lucas
[4] proud
[4] one
[4] georgia
[4] support
[4] group
[4] co
[4] leaders
[4] sharing

Top Words in Tweet in G9:
[4] fossil
[3] dzarrilli
[3] aspenideas
[2] fuel
[2] subsidies
[2] continue
[2] undermine
[2] types
[2] effective
[2] climate

Top Words in Tweet in G10:
[2] honored
[2] privilege
[2] participating
[2] aspenideas
[2] session
[2] #nurses
[2] #midwives
[2] aspeninstitute

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] go,podcast
[22] water,affordability
[18] #aspenideas,go
[18] aspenideas,festival
[18] tiffani,aspenideas
[17] podcast,episode
[17] lungful,air
[17] air,today
[17] today,33
[17] 33,percent

Top Word Pairs in Tweet in G1:
[17] lungful,air
[17] air,today
[17] today,33
[17] 33,percent
[17] percent,more
[17] more,carbon
[17] carbon,born
[17] born,senjeffmerkley
[17] senjeffmerkley,oregon
[17] oregon,gives

Top Word Pairs in Tweet in G2:
[10] aspenideas,go
[9] manage,bias
[9] bias,particularly
[9] particularly,classroom
[9] classroom,workplace
[9] workplace,jennifer
[9] jennifer,eberhardt
[9] eberhardt,sat
[9] sat,down
[9] down,adammgrant

Top Word Pairs in Tweet in G3:
[22] water,affordability
[18] tiffani,aspenideas
[15] serious,question
[15] question,speak
[15] speak,aspenideas
[15] aspenideas,festival
[15] festival,water
[14] tiffani,serious
[5] aspenideas,water
[5] affordability,touches

Top Word Pairs in Tweet in G4:
[7] aspenideas,davidafrench
[7] davidafrench,katecbowler
[7] katecbowler,thechrisbuskirk
[7] thechrisbuskirk,mjgerson
[4] translation,around
[4] around,80
[4] 80,self
[4] self,identified
[4] identified,evangelical
[4] evangelical,white

Top Word Pairs in Tweet in G5:
[3] despite,look
[3] look,face
[3] face,really
[3] really,guywinch
[3] guywinch,fact
[3] fact,launching
[3] launching,podcast
[3] podcast,together
[3] together,2020
[2] pain,pain

Top Word Pairs in Tweet in G8:
[4] proud,one
[4] one,georgia
[4] georgia,support
[4] support,group
[4] group,co
[4] co,leaders
[4] leaders,hannah
[4] hannah,lucas
[4] lucas,sharing
[4] sharing,#pots

Top Word Pairs in Tweet in G9:
[2] fossil,fuel
[2] fuel,subsidies
[2] subsidies,continue
[2] continue,undermine
[2] undermine,types
[2] types,effective
[2] effective,climate
[2] climate,actions
[2] actions,#stopfundingfossils
[2] cities,responsible

Top Word Pairs in Tweet in G10:
[2] honored,privilege
[2] privilege,participating
[2] participating,aspenideas
[2] aspenideas,session
[2] session,#nurses
[2] #nurses,#midwives
[2] #midwives,aspeninstitute

Top Replied-To
Top Replied-To in Entire Graph:
@aspenideas
@tiffani
@ourocean
@aspeninstitute
@mindaharts
@jnemorin
@andrewnebus
@hunterwalk
@vanessamason
@iragsdale

Top Replied-To in G1:
@aspenideas

Top Replied-To in G2:
@aspeninstitute

Top Replied-To in G3:
@tiffani
@aspenideas
@mindaharts
@andrewnebus
@jnemorin
@hunterwalk
@vanessamason
@iragsdale

Top Replied-To in G4:
@aspenideas
@dawson40m
@curtmustangiii

Top Replied-To in G7:
@bbcworld

Top Mentioned
Top Mentioned in Entire Graph:
@aspenideas
@aspeninstitute
@senjeffmerkley
@tiffani
@starbucks
@adammgrant
@davidafrench
@lorigottlieb1
@demar_derozan
@katecbowler

Top Mentioned in G1:
@aspenideas
@senjeffmerkley
@aspeninstitute
@levistraussco
@lorigottlieb1
@tarawestover
@sarah_smarsh
@nytdavidbrooks
@amywebb

Top Mentioned in G2:
@aspeninstitute
@aspenideas
@adammgrant
@starbucks
@demar_derozan
@billmckibben
@350
@capeha
@kevinlove

Top Mentioned in G3:
@aspenideas
@tiffani
@humanutility
@kittyboone
@idarademacher
@katiedrasser
@travon
@hunterwalk
@jbradley_dc

Top Mentioned in G4:
@davidafrench
@katecbowler
@thechrisbuskirk
@mjgerson
@aspenideas
@thomasskidd

Top Mentioned in G5:
@lorigottlieb1
@guywinch
@aspenideas
@katiecouric
@comey
@iheartradio
@profjesstracy
@andersen
@aspeninstitute

Top Mentioned in G7:
@unfccc
@ap
@momentum_unfccc
@dionnestax
@norahodonnell
@france24_en

Top Mentioned in G8:
@dysautonomia
@notokapp
@aspenideas

Top Mentioned in G9:
@dzarrilli
@aspenideas
@nyclimate
@aspeninstitute

Top Mentioned in G10:
@aspenideas
@aspeninstitute
@ednaadan
@joyphumaphi
@agnesbinagwaho

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@wise_diva
@jjj5819
@bbcworld
@thepowerofmeow
@france24_en
@queenpeace2017
@ap
@jazzmanahn
@ingridium

Top Tweeters in G1:
@solutioneer72
@thepowerofmeow
@queenpeace2017
@jazzmanahn
@theatlantic
@marshalllocke
@davidisaksen
@vegasrenegade
@schomj
@snowstormyou

Top Tweeters in G2:
@tracytran
@starbucks
@ebolady
@kefish
@rrrexxxx
@capehartj
@cte_yungsavage
@350
@parents4future
@michele_norris

Top Tweeters in G3:
@wise_diva
@ingridium
@needhibhalla
@lightrider
@misssuccess
@joshuabaer
@tiffani
@mindaharts
@iragsdale
@travon

Top Tweeters in G4:
@suhrmesa
@luisjovel
@thomasskidd
@davidafrench
@reynoldsshook
@havelockvet29
@thechrisbuskirk
@mjgerson
@dawson40m
@afterall_net

Top Tweeters in G5:
@iheartradio
@katiecouric
@crystalcardona3
@veeragopalk
@brookexoann
@sexualitytoday
@guywinch
@girlygirlsattic
@lorigottlieb1
@andersen

Top Tweeters in G6:
@eyemagistus
@jennyboylan
@selmarose40
@cj_feher
@ourmixedstories
@lucyhailey
@coa
@aspena
@aspa

Top Tweeters in G7:
@bbcworld
@france24_en
@ap
@unfccc
@norahodonnell
@momentum_unfccc
@dionnestax
@a1aalias

Top Tweeters in G8:
@shenerdsout
@_morrisseykatie
@dysautonomia
@notokapp
@drorydress

Top Tweeters in G9:
@jjj5819
@dzarrilli
@nyclimate
@ellend35

Top Tweeters in G10:
@agnesbinagwaho
@realmohamed3
@ednaadan
@joyphumaphi


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