#PolNet2019, Twitter, 6/1/2019 1:45:20 PM, 198684


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#PolNet2019_2019-06-01_06-40-11.xlsx
#PolNet2019_2019-06-01_06-40-11.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 01, 2019
Short Description:
#PolNet2019 via NodeXL http://bit.ly/2WGT7sG
@shugars
@polnetworks
@jennifernvictor
@scsazak
@michaeltheaney
@riodesangre
@dukeu
@davidlazer
@dajmeyer
@envpolicycenter

Top hashtags:
#polnet2019
#netsci2019
#oprah
#polnet
#power
#rstats
#graphpartitioning
#networks

Description:
Description
The graph represents a network of 103 Twitter users whose recent tweets contained "#PolNet2019", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 01 June 2019 at 13:40 UTC.

The tweets in the network were tweeted over the 2-day, 23-hour, 6-minute period from Wednesday, 29 May 2019 at 14:12 UTC to Saturday, 01 June 2019 at 13:18 UTC.

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 : 103
Unique Edges : 235
Edges With Duplicates : 147
Total Edges : 382
Self-Loops : 46
Reciprocated Vertex Pair Ratio : 0.0890688259109312
Reciprocated Edge Ratio : 0.163568773234201
Connected Components : 5
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 98
Maximum Edges in a Connected Component : 377
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.695245
Graph Density : 0.0256044165238911
Modularity : 0.317573
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://twitter.com/michaeltheaney/status/1134607859356823552
[2] https://spectrumjournal.ca/index.php/spectrum/article/download/34/12/
[2] https://iopscience.iop.org/article/10.1209/0295-5075/99/28002/meta
[1] https://twitter.com/scsazak/status/1134587712848171009
[1] https://twitter.com/cesicruz/status/1134539244444180480
[1] https://twitter.com/polnetworks/status/1134572911577034753
[1] https://twitter.com/scsazak/status/1133745523611951105
[1] https://twitter.com/b_schaffner/status/1134475738009047040
[1] https://twitter.com/shugars/status/1134056873823522827

Top URLs in Tweet in G1:
[2] https://twitter.com/michaeltheaney/status/1134607859356823552
[1] https://twitter.com/shugars/status/1134056873823522827

Top URLs in Tweet in G2:
[1] https://twitter.com/scsazak/status/1133745523611951105
[1] https://twitter.com/scsazak/status/1134587712848171009

Top URLs in Tweet in G3:
[2] https://spectrumjournal.ca/index.php/spectrum/article/download/34/12/
[2] https://iopscience.iop.org/article/10.1209/0295-5075/99/28002/meta

Top URLs in Tweet in G4:
[1] https://twitter.com/polnetworks/status/1134572911577034753

Top URLs in Tweet in G9:
[1] https://twitter.com/b_schaffner/status/1134475738009047040
[1] https://twitter.com/cesicruz/status/1134539244444180480

Top Domains
Top Domains in Tweet in Entire Graph:
[8] twitter.com
[2] spectrumjournal.ca
[2] iop.org

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

Top Domains in Tweet in G2:
[2] twitter.com

Top Domains in Tweet in G3:
[2] spectrumjournal.ca
[2] iop.org

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

Top Domains in Tweet in G9:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[180] polnet2019
[5] netsci2019
[4] oprah
[3] polnet
[3] power
[3] rstats
[2] graphpartitioning
[2] networks
[2] ergms
[2] cces19



Top Hashtags in Tweet in G1:
[66] polnet2019
[4] netsci2019
[1] teamscience
[1] youdonthavetotakemywordforit
[1] womenalsoknowstuff
[1] waks
[1] sicss
[1] networkscience
[1] rstats
[1] polnet

Top Hashtags in Tweet in G2:
[42] polnet2019
[2] oprah
[1] graphpartitioning
[1] meta

Top Hashtags in Tweet in G3:
[21] polnet2019
[3] power
[2] ergms
[1] maine
[1] communitydetection
[1] networks

Top Hashtags in Tweet in G4:
[24] polnet2019
[1] graphpartitioning
[1] teamscience
[1] netsci2019

Top Hashtags in Tweet in G5:
[10] polnet2019
[1] polnet
[1] socialnetworks

Top Hashtags in Tweet in G6:
[6] polnet2019
[2] oprah
[2] rstats

Top Hashtags in Tweet in G7:
[2] polnet2019
[1] cces19
[1] sppc19

Top Hashtags in Tweet in G8:
[4] polnet2019
[1] networks
[1] fomo
[1] polnet2018

Top Hashtags in Tweet in G9:
[3] polnet2019
[1] duke
[1] polnet
[1] cces19
[1] sppc19

Top Hashtags in Tweet in G10:
[2] polnet2019

Top Words
Top Words in Tweet in Entire Graph:
[201] Words in Sentiment List#1: Positive
[34] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[4189] Non-categorized Words
[4424] Total Words
[180] #polnet2019
[44] networks
[43] shugars
[40] work
[31] polnetworks

Top Words in Tweet in G1:
[66] #polnet2019
[25] work
[23] shugars
[17] networks
[14] looking
[13] jennifernvictor
[8] examining
[8] awesome
[8] workshops
[8] book

Top Words in Tweet in G2:
[42] #polnet2019
[11] shugars
[11] polnetworks
[11] davidlazer
[11] talk
[9] brucedesmarais
[9] jennifer
[9] daveasiegel
[8] work
[8] saw

Top Words in Tweet in G3:
[21] #polnet2019
[8] see
[8] network
[6] analysis
[5] excited
[5] first
[5] zeacology
[4] china
[4] networks
[4] dukegardens

Top Words in Tweet in G4:
[24] #polnet2019
[10] networks
[9] network
[7] shugars
[7] polnetworks
[6] one
[6] work
[6] michaeltheaney
[6] interesting
[6] looking

Top Words in Tweet in G5:
[10] #polnet2019
[6] networks
[6] very
[5] cool
[5] dukeu
[4] social
[4] using
[4] polnetworks
[4] much
[3] paper

Top Words in Tweet in G6:
[6] #polnet2019
[3] michaeltheaney
[3] https
[3] baileyfosdick
[3] latent
[3] space
[3] models
[3] workshop
[2] #oprah
[2] daveasiegel

Top Words in Tweet in G7:
[6] s
[3] b_schaffner
[3] lots
[3] political
[3] science
[3] conferences
[3] weekend
[3] play
[3] game
[3] view

Top Words in Tweet in G8:
[4] #polnet2019
[3] s
[2] political
[2] media
[2] shugars

Top Words in Tweet in G9:
[3] network
[3] #polnet2019
[2] analysis

Top Words in Tweet in G10:
[2] #polnet2019
[2] tweets
[2] giving
[2] serious
[2] fomo
[2] missing
[2] friends
[2] hope
[2] conference
[2] going

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[19] polnetworks,#polnet2019
[14] very,cool
[13] #polnet2019,underway
[13] underway,yesterday
[13] yesterday,saw
[13] saw,awesome
[13] awesome,workshops
[13] workshops,brucedesmarais
[13] brucedesmarais,jennifer
[13] jennifer,lawson

Top Word Pairs in Tweet in G1:
[6] twitter,#polnet2019
[6] very,cool
[6] cool,work
[6] wrapped,up
[5] james,moody
[5] jennifernvictor,ericvorst
[5] work,wrahool
[5] wrahool,looking
[5] looking,overlapping
[5] overlapping,communities

Top Word Pairs in Tweet in G2:
[9] polnetworks,#polnet2019
[7] #polnet2019,underway
[7] underway,yesterday
[7] yesterday,saw
[7] saw,awesome
[7] awesome,workshops
[7] workshops,brucedesmarais
[7] brucedesmarais,jennifer
[7] jennifer,lawson
[7] lawson,daveasiegel

Top Word Pairs in Tweet in G3:
[6] network,analysis
[3] excited,see
[3] see,applications
[3] applications,network
[3] analysis,operationalize
[3] operationalize,#power
[3] #power,#polnet2019
[3] #polnet2019,reflection
[3] reflection,see
[3] riodesangre,excited

Top Word Pairs in Tweet in G4:
[4] clestancona,following
[4] following,one
[4] one,interesting
[4] interesting,network
[4] network,paper
[4] paper,sanctions
[4] sanctions,exploration
[4] exploration,sanction
[4] sanction,busting
[4] busting,enforcement

Top Word Pairs in Tweet in G5:
[4] polnetworks,#polnet2019
[3] very,cool
[3] cool,paper
[3] paper,bureaucrat
[3] bureaucrat,social
[3] social,networks
[3] networks,performance
[3] performance,using
[3] using,data
[3] data,turkey

Top Word Pairs in Tweet in G6:
[3] latent,space
[3] space,models
[2] jennifernvictor,amazing
[2] amazing,baileyfosdick
[2] baileyfosdick,teaches
[2] teaches,#polnet2019
[2] #polnet2019,workshop
[2] workshop,latent
[2] models,using
[2] using,#rstats

Top Word Pairs in Tweet in G7:
[3] lots,political
[3] political,science
[3] science,conferences
[3] conferences,weekend
[3] weekend,s
[3] s,play
[3] play,game
[3] game,s
[3] s,view
[3] view,conference

Top Word Pairs in Tweet in G9:
[2] network,analysis

Top Word Pairs in Tweet in G10:
[2] #polnet2019,tweets
[2] tweets,giving
[2] giving,serious
[2] serious,fomo
[2] fomo,missing
[2] missing,friends
[2] friends,hope
[2] hope,conference
[2] conference,going
[2] going,well

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@shugars
@polnetworks
@jennifernvictor
@daveasiegel
@michaeltheaney
@brucedesmarais
@davidlazer
@dukeu
@mich
@wrahool

Top Mentioned in G1:
@shugars
@jennifernvictor
@ericvorst
@wrahool
@polnetworks
@daveasiegel
@blumrm
@twitter
@thesickish
@dcinbox

Top Mentioned in G2:
@polnetworks
@davidlazer
@shugars
@brucedesmarais
@daveasiegel
@mich
@aesokhey
@jennifernvictor
@michaeltheaney
@baileyfosdick

Top Mentioned in G3:
@zeacology
@dukegardens
@riodesangre
@dajmeyer
@suss_sg
@dukeu
@lorienjasny
@baileyfosdick
@jennifernvictor
@emilyginnybell

Top Mentioned in G4:
@polnetworks
@shugars
@michaeltheaney
@justinhgross
@jennifernvictor
@daveasiegel
@clestancona
@dukeu
@baileyfosdick
@brucedesmarais

Top Mentioned in G5:
@dukeu
@polnetworks
@mitpolisci
@cesicruz
@jeremyspater
@daveasiegel
@jennifernvictor
@ed_liliana
@michaeltheaney

Top Mentioned in G6:
@michaeltheaney
@baileyfosdick
@daveasiegel
@jennifernvictor
@cambridgeup
@polnetworks
@brucedesmarais
@mich
@aysezarakol
@burakkadercan

Top Mentioned in G7:
@b_schaffner
@jennifernvictor
@davidlazer

Top Mentioned in G8:
@scharschool
@polnetworks
@womenalsoknow
@georgemasonu
@shugars
@wrahool
@cambridgeup

Top Mentioned in G10:
@b_w_campbell

Top Tweeters
Top Tweeters in Entire Graph:
@victor_asal
@rstatstweet
@generativist
@envpolicycenter
@dukeu
@beltandroad1
@bkeegan
@whinecough
@georgemasonu
@thebenreynolds

Top Tweeters in G1:
@victor_asal
@generativist
@bkeegan
@wrahool
@laderafrutal
@jennifernvictor
@twitter
@ryanjgallag
@brucecronin
@shugars

Top Tweeters in G2:
@davidlazer
@krodinehardy
@futuredrwillis
@torrespolisci
@bobboynton
@cambridgeup
@fabianneuner
@sustainingnow
@brucedesmarais
@daveasiegel

Top Tweeters in G3:
@envpolicycenter
@beltandroad1
@thebenreynolds
@dajmeyer
@dukegardens
@riodesangre
@gbepstein
@berardoramiro
@emilyginnybell
@suss_sg

Top Tweeters in G4:
@mcclambchops
@david_darmofal
@sauvagebeau
@ognyanova
@bilyanakpetrova
@justinhgross
@polnetworks
@thomasrdavidson
@clestancona
@carolinaspirit

Top Tweeters in G5:
@dukeu
@ed_liliana
@liviaisabella13
@dukepolisci
@cesicruz
@mitpolisci
@gedeonlim89
@liucmac
@ajayranoat
@jeremyspater

Top Tweeters in G6:
@rstatstweet
@whinecough
@burakkadercan
@pkmacdonald
@isanet
@scsazak
@eurojournir
@jacob_montg
@aysezarakol
@baileyfosdick

Top Tweeters in G7:
@gronke
@b_schaffner
@profhansnoel
@mia_i_costa

Top Tweeters in G8:
@georgemasonu
@womenalsoknow
@scharschool
@aubreyleigh86

Top Tweeters in G9:
@julie_wronski
@polarbear0627
@chienshihhuang1

Top Tweeters in G10:
@lwahedi
@b_w_campbell