SocSciOne, Twitter, 2/14/2020 6:24:26 PM, 221152


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SocSciOne_2020-02-14_10-18-23.xlsx
SocSciOne_2020-02-14_10-18-23.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
February 14, 2020
Short Description:
SocSciOne via NodeXL http://bit.ly/2SJ8i0G
@socscione
@galwaygrrl
@drtoddwo
@persily
@hardsci
@deaneckles
@drsherrypagoto
@alex_dopp_phd
@defysci
@amscherer

Top hashtags:
#facebook
#disinformation
#nwosynergy2020
#sociology
#privacy
#democracy
#elections

Description:
Description
The graph represents a network of 253 Twitter users whose recent tweets contained "SocSciOne", 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 Friday, 14 February 2020 at 18:18 UTC.

The tweets in the network were tweeted over the 8-day, 6-hour, 35-minute period from Thursday, 06 February 2020 at 11:30 UTC to Friday, 14 February 2020 at 18:05 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 : 253
Unique Edges : 388
Edges With Duplicates : 155
Total Edges : 543
Number of Edge Types : 5
Mentions : 157
Replies to : 49
Retweet : 64
MentionsInRetweet : 256
Tweet : 17
Self-Loops : 17
Reciprocated Vertex Pair Ratio : 0.0238095238095238
Reciprocated Edge Ratio : 0.0465116279069767
Connected Components : 17
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 190
Maximum Edges in a Connected Component : 481
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.417811
Graph Density : 0.0067444632662024
Modularity : 0.568829
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 253 Twitter users whose recent tweets contained "SocSciOne", 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 Friday, 14 February 2020 at 18:18 UTC.

The tweets in the network were tweeted over the 8-day, 6-hour, 35-minute period from Thursday, 06 February 2020 at 11:30 UTC to Friday, 14 February 2020 at 18:05 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 : TwitterSearch
Graph Term : SocSciOne
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:
[15] https://socialscience.one/blog/unprecedented-facebook-urls-dataset-now-available-research-through-social-science-one
[14] https://twitter.com/SocSciOne/status/1227956965399302146
[6] https://twitter.com/socscione/status/1227956965399302146
[3] https://www.sciencemag.org/news/2020/02/researchers-finally-get-access-data-facebook-s-role-political-discourse
[3] https://sites.google.com/uniurb.it/mine/news
[2] https://www.charleskochfoundation.org/news/scholars-access-38-million-url-social-media-dataset-possible-through-collaboration-between-independent-researchers-private-sector/
[1] https://twitter.com/SolomonMg/status/1227985657538187265
[1] https://fakebelieve.blog/2020/02/14/facebook-sso/
[1] https://fakebelieve.blog/
[1] https://twitter.com/claesdevreese/status/1204867051686420490

Top URLs in Tweet in G1:
[12] https://socialscience.one/blog/unprecedented-facebook-urls-dataset-now-available-research-through-social-science-one
[3] https://sites.google.com/uniurb.it/mine/news
[1] https://fakebelieve.blog/2020/02/14/facebook-sso/
[1] https://fakebelieve.blog/
[1] https://www.sciencemag.org/news/2020/02/researchers-finally-get-access-data-facebook-s-role-political-discourse
[1] https://socialscience.one/blog/unprecedented-facebook-urls-dataset-now-available-research-through-social-science-one?src=@bigdata
[1] https://www.buzzfeednews.com/article/craigsilverman/funders-are-ready-to-pull-out-of-facebooks-academic-data
[1] https://twitter.com/andyguess/status/1227971422925967360
[1] https://github.com/facebookresearch/URL-Sanitization
[1] https://docs.google.com/document/d/1zu6NdHM_KXoOskCt32W4Zp_t9QL_o4depOUxwV15pOw/edit?pli=1

Top URLs in Tweet in G2:
[1] https://twitter.com/SocSciOne/status/1227956965399302146

Top URLs in Tweet in G3:
[3] https://socialscience.one/blog/unprecedented-facebook-urls-dataset-now-available-research-through-social-science-one
[2] https://www.sciencemag.org/news/2020/02/researchers-finally-get-access-data-facebook-s-role-political-discourse
[2] https://www.charleskochfoundation.org/news/scholars-access-38-million-url-social-media-dataset-possible-through-collaboration-between-independent-researchers-private-sector/
[1] https://twitter.com/SolomonMg/status/1227985657538187265
[1] https://www.charleskochfoundation.org/news/scholars-access-38-million-url-social-media-dataset-possible-through-collaboration-between-independent-researchers-private-sector/?linkId=82275134
[1] https://twitter.com/rasmus_kleis/status/1228236098893049856
[1] https://twitter.com/SocSciOne/status/1227956965399302146
[1] https://www.wsj.com/articles/facebook-delivers-long-awaited-trove-of-data-to-outside-researchers-11581602403
[1] https://www.charleskochfoundation.org/story/social-science-meets-social-media/

Top URLs in Tweet in G4:
[1] https://twitter.com/socscione/status/1227956965399302146

Top URLs in Tweet in G5:
[1] https://www.jmir.org/2019/12/e16661

Top URLs in Tweet in G6:
[1] https://twitter.com/claesdevreese/status/1204867051686420490

Top URLs in Tweet in G7:
[1] https://twitter.com/socscione/status/1227956965399302146

Top URLs in Tweet in G8:
[9] https://twitter.com/SocSciOne/status/1227956965399302146
[1] https://twitter.com/socscione/status/1227956965399302146

Top URLs in Tweet in G9:
[1] https://twitter.com/socscione/status/1227956965399302146

Top URLs in Tweet in G10:
[1] https://twitter.com/SocSciOne/status/1227956965399302146

Top Domains
Top Domains in Tweet in Entire Graph:
[26] twitter.com
[16] socialscience.one
[4] charleskochfoundation.org
[4] google.com
[3] sciencemag.org
[2] fakebelieve.blog
[1] buzzfeednews.com
[1] github.com
[1] universoabierto.org
[1] statista.com

Top Domains in Tweet in G1:
[13] socialscience.one
[4] google.com
[3] twitter.com
[2] fakebelieve.blog
[1] sciencemag.org
[1] buzzfeednews.com
[1] github.com
[1] statista.com
[1] uniurb.it

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

Top Domains in Tweet in G3:
[4] charleskochfoundation.org
[3] twitter.com
[3] socialscience.one
[2] sciencemag.org
[1] wsj.com

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

Top Domains in Tweet in G5:
[1] jmir.org

Top Domains in Tweet in G6:
[1] twitter.com

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

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[19] facebook
[2] disinformation
[2] nwosynergy2020
[1] sociology
[1] privacy
[1] democracy
[1] elections
[1] githuborgetout
[1] twitterstorians
[1] datosdeinvestigación



Top Hashtags in Tweet in G1:
[13] facebook
[2] nwosynergy2020
[1] disinformation
[1] privacy
[1] democracy
[1] elections
[1] githuborgetout
[1] scienceftw
[1] social

Top Hashtags in Tweet in G3:
[1] facebook

Top Hashtags in Tweet in G4:
[1] facebook

Top Hashtags in Tweet in G5:
[1] some

Top Hashtags in Tweet in G8:
[2] facebook
[1] sociology

Top Hashtags in Tweet in G10:
[1] disinformation
[1] disinformative

Top Words
Top Words in Tweet in Entire Graph:
[320] Words in Sentiment List#1: Positive
[164] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[8572] Non-categorized Words
[9056] Total Words
[197] socscione
[179] facebook
[137] data
[88] research
[80] researchers

Top Words in Tweet in G1:
[128] socscione
[93] facebook
[89] data
[55] today
[54] url
[45] exabyte
[45] privacy
[43] announcement
[43] important
[42] unprecedented

Top Words in Tweet in G2:
[28] whoa
[28] dataset
[28] available
[28] academic
[28] researchers
[28] 38
[28] million
[28] urls
[28] publicly
[28] shared

Top Words in Tweet in G3:
[37] socscione
[21] data
[15] kinggary
[15] facebook
[14] persily
[13] social
[12] release
[11] privacy
[9] research
[8] researchers

Top Words in Tweet in G4:
[43] research
[21] big
[21] took
[21] years
[21] lot
[21] pressure
[21] facebook
[21] purpose
[21] generate
[21] misinfo

Top Words in Tweet in G5:
[13] health
[8] susannahfox
[8] melanoma_mama
[8] healthunlocked
[8] truthinitiative
[8] chou_sylvia
[8] thenci
[8] recode_health
[8] socscione
[8] robkentdegrey

Top Words in Tweet in G6:
[17] socscione
[14] toledobastos
[14] rebekahktromble
[14] prof_vaccari
[13] release
[13] data
[13] made
[13] research
[13] thread
[13] fabiogiglietto

Top Words in Tweet in G7:
[10] process
[10] marred
[10] delays
[10] biggest
[10] data
[10] set
[10] released
[10] facebook
[10] independent
[10] researchers

Top Words in Tweet in G8:
[2] holy
[2] interesting
[2] social
[2] #facebook
[2] data
[2] available
[2] research

Top Words in Tweet in G9:
[10] protect
[10] privacy
[5] great
[5] never
[5] thought
[5] day
[5] come
[5] facebook
[5] introduced
[5] noise

Top Words in Tweet in G10:
[4] socscione
[3] urls
[2] iwn_lx
[2] waybackmachine
[2] archiveis
[2] provide
[2] think
[2] viral
[2] taken
[2] down

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[49] million,urls
[48] 38,million
[46] important,announcement
[46] announcement,socscione
[46] socscione,today
[46] today,release
[46] release,unprecedented
[46] unprecedented,privacy
[46] privacy,protected
[46] protected,data

Top Word Pairs in Tweet in G1:
[41] important,announcement
[41] announcement,socscione
[41] socscione,today
[41] today,release
[41] release,unprecedented
[41] unprecedented,privacy
[41] privacy,protected
[41] protected,data
[41] data,exabyte
[41] exabyte,url

Top Word Pairs in Tweet in G2:
[28] whoa,dataset
[28] dataset,available
[28] available,academic
[28] academic,researchers
[28] researchers,38
[28] 38,million
[28] million,urls
[28] urls,publicly
[28] publicly,shared
[28] shared,facebook

Top Word Pairs in Tweet in G3:
[10] persily,kinggary
[6] one,largest
[5] andyguess,socscione
[5] data,release
[5] social,science
[5] social,media
[4] kinggary,dg_rand
[4] important,announcement
[4] announcement,socscione
[4] socscione,today

Top Word Pairs in Tweet in G4:
[21] big,took
[21] took,years
[21] years,lot
[21] lot,pressure
[21] pressure,facebook
[21] facebook,purpose
[21] purpose,generate
[21] generate,research
[21] research,misinfo
[21] misinfo,expect

Top Word Pairs in Tweet in G5:
[8] susannahfox,melanoma_mama
[8] melanoma_mama,healthunlocked
[8] healthunlocked,truthinitiative
[8] truthinitiative,chou_sylvia
[8] chou_sylvia,thenci
[8] thenci,recode_health
[8] recode_health,socscione
[8] socscione,robkentdegrey
[8] robkentdegrey,monicalewinsky
[7] public,health

Top Word Pairs in Tweet in G6:
[14] toledobastos,rebekahktromble
[14] rebekahktromble,prof_vaccari
[12] yesterday's,release
[12] release,socscione
[12] socscione,data
[12] data,set
[12] set,huge
[12] huge,outstanding
[12] outstanding,work
[12] work,teams

Top Word Pairs in Tweet in G7:
[10] process,marred
[10] marred,delays
[10] delays,biggest
[10] biggest,data
[10] data,set
[10] set,released
[10] released,facebook
[10] facebook,independent
[10] independent,researchers
[10] researchers,look

Top Word Pairs in Tweet in G9:
[5] great,never
[5] never,thought
[5] thought,day
[5] day,come
[5] come,facebook
[5] facebook,introduced
[5] introduced,noise
[5] noise,dataset
[5] dataset,protect
[5] protect,individual

Top Word Pairs in Tweet in G10:
[2] iwn_lx,socscione
[2] waybackmachine,archiveis
[2] taken,down

Top Replied-To
Top Replied-To in Entire Graph:
@socscione
@andyguess
@msuiche
@drsherrypagoto
@halvarflake
@rolfrolles
@iwn_lx
@lukasneusser
@deaneckles
@fabiogiglietto

Top Replied-To in G1:
@socscione
@msuiche
@halvarflake
@rolfrolles
@lukasneusser
@raquelrecuero
@facebook

Top Replied-To in G3:
@socscione
@andyguess
@deaneckles

Top Replied-To in G5:
@drsherrypagoto

Top Replied-To in G6:
@claesdevreese
@fabiogiglietto
@socscione

Top Replied-To in G10:
@iwn_lx
@edeleonw
@socscione

Top Mentioned
Top Mentioned in Entire Graph:
@socscione
@facebook
@toledobastos
@rebekahktromble
@prof_vaccari
@kinggary
@cbpuschmann
@persily
@fabiogiglietto
@susannahfox

Top Mentioned in G1:
@socscione
@facebook
@fakebelieveblog
@j_a_tucker
@sciencemagazine
@cleopatra_itn

Top Mentioned in G3:
@socscione
@kinggary
@persily
@ckochfoundation
@jeffmervis
@dg_rand
@j_a_tucker
@garyking
@michellenmeyer
@facebook

Top Mentioned in G4:
@socscione
@toledobastos
@rebekahktromble
@prof_vaccari
@fabiogiglietto
@cbpuschmann

Top Mentioned in G5:
@susannahfox
@melanoma_mama
@healthunlocked
@truthinitiative
@chou_sylvia
@thenci
@recode_health
@socscione
@robkentdegrey
@monicalewinsky

Top Mentioned in G6:
@socscione
@toledobastos
@rebekahktromble
@prof_vaccari
@cbpuschmann
@fabiogiglietto
@claesdevreese
@jeffmervis

Top Mentioned in G10:
@socscione
@waybackmachine
@archiveis

Top Tweeters
Top Tweeters in Entire Graph:
@theresamax
@kmontenegro
@thegrugq
@digyoursoul
@marypgkeating
@lululemew
@mathewi
@shakingstick
@detroit_rachel
@macharoesink

Top Tweeters in G1:
@kmontenegro
@thegrugq
@mathewi
@ayirpelle
@justbementalist
@markchaveztx
@kdbyproxy
@cfarivar
@tami_skye_mars
@techmemechatter

Top Tweeters in G2:
@hardsci
@mvugt
@prof_nch
@leslie_bern
@seriousstats
@leesplez
@bmwiernik
@jessiesunpsych
@jonathancorbin2
@cconrymurray

Top Tweeters in G3:
@ewancwatt
@drewb
@svateboje
@dannagal
@smc90
@rasmus_kleis
@adarshmathew92
@deaneckles
@caseymattox_
@michellenmeyer

Top Tweeters in G4:
@theresamax
@digyoursoul
@marypgkeating
@lululemew
@shakingstick
@detroit_rachel
@azelin
@maritalp
@foreignpolicyt
@lawgovdcu

Top Tweeters in G5:
@melanoma_mama
@susannahfox
@drsherrypagoto
@thenci
@drtoddwo
@monicalewinsky
@defysci
@alex_dopp_phd
@thomsonangus
@truthinitiative

Top Tweeters in G6:
@spinfocl
@prowag
@shannimcg
@prof_vaccari
@cbpuschmann
@fabiogiglietto
@uspindia
@claesdevreese
@rebekahktromble
@digdemlab

Top Tweeters in G7:
@macharoesink
@4mrkw
@marietjeschaake
@toobdesign
@chchristiaens
@ashwin1966
@jlborruell
@saskiasassen
@mediagfmd
@gprofiti

Top Tweeters in G8:
@socprof
@dcollier74
@lisalundgren21
@jnsheff
@monakrewel
@jaejaeykim2
@sam_rosenbott
@_avecchiato
@monicakerretts
@clifton_allan

Top Tweeters in G9:
@piccoladonnina
@erikgahner
@kearneymw
@pcowner2
@foleyj0

Top Tweeters in G10:
@iwn_lx
@archiveis
@waybackmachine
@edeleonw


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