social network analysis, Twitter, 11/17/2019 4:05:31 PM, 216592


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social network analysis_2019-11-17_07-37-53.xlsx
social network analysis_2019-11-17_07-37-53.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 17, 2019
Short Description:
social network analysis via NodeXL http://bit.ly/2Qy5gwy
@nature
@rethinkecon
@aymeric_vie
@humanetech_
@sillysampi
@marc_smith
@lurino
@evidencerobot
@aliceschwarze
@net_science

Top hashtags:
#btsconference
#phdchat
#socialmedia
#nodexl
#indonesia
#smdhumanities

Description:
Description
The graph represents a network of 3,912 Twitter users whose tweets in the requested range contained "social network analysis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 17 November 2019 at 15:39 UTC.

The requested start date was Sunday, 17 November 2019 at 15:37 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 76-day, 2-hour, 17-minute period from Sunday, 01 September 2019 at 15:01 UTC to Saturday, 16 November 2019 at 17:19 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 : 3912
Unique Edges : 4624
Edges With Duplicates : 1957
Total Edges : 6581
Self-Loops : 819
Reciprocated Vertex Pair Ratio : 0.0317534438477703
Reciprocated Edge Ratio : 0.0615523874179679
Connected Components : 696
Single-Vertex Connected Components : 296
Maximum Vertices in a Connected Component : 1378
Maximum Edges in a Connected Component : 3429
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.625024
Graph Density : 0.000288826700842205
Modularity : 0.671298
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,912 Twitter users whose tweets in the requested range contained "social network analysis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 17 November 2019 at 15:39 UTC.

The requested start date was Sunday, 17 November 2019 at 15:37 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 76-day, 2-hour, 17-minute period from Sunday, 01 September 2019 at 15:01 UTC to Saturday, 16 November 2019 at 17:19 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 : social network analysis
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[145] https://www.eventbrite.com/e/social-media-digital-humanities-social-network-analysis-using-nodexl-tickets-72083937999
[34] https://www.pcstore.com.tw/cheerchain/M35762604.htm
[27] https://www.youtube.com/watch?v=b5RonanIOF8&feature=youtu.be

[20] https://www.tobem.com/cyberwar/social-network-analysis/
[17] https://socialmedialab.ca/2019/09/25/fakenews-travels-fast-how-social-bots-and-trolls-are-reshaping-public-debates/
[15] https://www.reddit.com/r/technology/comments/d2p8nc/information_gerrymandering_in_social_networks/?utm_source=ifttt
[14] https://hasgeek.tv/fifthelephant/2019/1747-demystifying-social-network-analysis-sna-sandeep-khurana
[14] https://www.tobem.com/cyberwar/understanding-dark-networks-a-strategic-framework-for-the-use-of-social-network-analysis/
[13] https://www.datasciencecentral.com/profiles/blogs/an-introduction-to-social-network-analysis
[13] network.twitter.qd

Top URLs in Tweet in G1:
[3] https://www.nature.com/articles/d41586-019-02562-z?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=NGMT_2_JNC_Nature
[1] https://conbio.onlinelibrary.wiley.com/doi/abs/10.1111/cobi.13336?cookieSet=1
[1] https://twitter.com/nature/status/1170876489505615873
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-02562-z

Top URLs in Tweet in G2:
[15] https://www.reddit.com/r/technology/comments/d2p8nc/information_gerrymandering_in_social_networks/?utm_source=ifttt
[6] https://www.nature.com/articles/d41586-019-02562-z
[5] http://cs.SI
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-02562-z
[4] https://arxiv.org/abs/1911.05483
[3] https://www.bellingcat.com/news/2019/09/03/twitter-analysis-identifying-a-pro-indonesian-propaganda-bot-network/
[3] https://www.nationalpublicsafetypartnership.org/Documents/VRN%20Social%20Network%20Analysis%20Presentation%20July%2021%202015.pdf
[3] http://www.researchgate.net/publication/216554396_A_Clustering_Approach_for_Collaborative_Filtering_Recommendation_Using_Social_Network_Analysis
[3] https://skillenhance.in/learn/python-social-network-analysis
[3] https://visiblenetworklabs.com/2019/07/26/infographic-how-does-partner-work/?utm_source=twitter&utm_medium=social&utm_campaign=infographic

Top URLs in Tweet in G3:
[1] https://digitalscholarship.unlv.edu/thesesdissertations/2730/
[1] https://twitter.com/BTSVotingFam/status/1185406707570270208
[1] https://twitter.com/researchbts/status/1169307648459624449?s=21

Top URLs in Tweet in G4:
[145] https://www.eventbrite.com/e/social-media-digital-humanities-social-network-analysis-using-nodexl-tickets-72083937999
[26] https://www.youtube.com/watch?v=b5RonanIOF8&feature=youtu.be

[13] https://courses.researchingsocialmedia.com/courses/social-media-digital-humanities-methods-approaches-for-social-scientists
[12] https://eventbrite.com/e/social-media-digital-humanities-social-network-analysis-using-nodexl-tickets-72083937999
[5] https://www.eventbrite.com/e/social-media-digital-humanities-social-network-analysis-using-nodexl-tickets-72083937999?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=estw&utm-source=tw&utm-term=listing
[4] https://computingnorthampton.blogspot.com/2016/01/mini-projectsocial-network-analysis-fun.html?spref=tw&utm_content=buffer8de13&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=214318
[2] https://fotografie2014.wordpress.com/twitter/
[2] http://www.datasciencecentral.com/profiles/blogs/some-more-social-network-analysis-with-python-centrality-pagerank
[1] https://www.linkedin.com/slink?code=dQYi8tM

Top URLs in Tweet in G5:
[13] network.twitter.qd
[11] health&cvosrc=social
[11] health
[4] tweets&utm_medium=social&utm_source=twitter&utm_content=102819
[4] tweets&cvo_creative=102819
[4] of
[4] online
[4] conversations
[4] gives
[4] unique

Top URLs in Tweet in G7:
[3] https://www.bellingcat.com/news/2019/09/03/twitter-analysis-identifying-a-pro-indonesian-propaganda-bot-network/
[2] https://www.bellingcat.com/news/rest-of-world/2019/10/11/investigating-information-operations-in-west-papua-a-digital-forensic-case-study-of-cross-platform-network-analysis/

Top URLs in Tweet in G8:
[4] https://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.1002890
[2] https://adsetsinformationweblog.blogspot.com/2019/09/social-network-site-use-and-big-five.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.linkedin.com/slink?code=eJaKcD6
[2] https://dx.plos.org/10.1371/journal.pmed.1002890
[2] http://cs.SI
[2] https://arxiv.org/abs/1909.11894
[1] https://phenomenalworld.org/miscellaneous/networks-weak-ties-and-thresholds
[1] http://ifp.nyu.edu
[1] https://consultqd.clevelandclinic.org/statins-reduce-risk-of-hepatocellular-carcinoma/?utm_campaign=cc%20li%20posts&utm_medium=social&utm_source=linkedin&utm_content=191101%20statins&cvosrc=social%20network.linkedin.cc%20li%20posts&cvo_creative=191101%20statins
[1] https://journalwise.acponline.org/Social/Article/9hZ-8uRvj-DJfy4d1ZGbAg?source=twitter#.XaWuz2C3tcI.twitter

Top URLs in Tweet in G9:
[2] https://docs.google.com/presentation/d/1e9-lk70E7U45uojkOrfsBS-qSdLyr5SAMBGIFE75Zgo/edit?usp=drive_open&ouid=0
[2] https://twitter.com/LeoPelley/status/1181691356378480640
[1] https://zoom.us/webinar/register/WN_KMyoc0zgR9-f1DDTtSHUlQ
[1] https://dc.rstats.ai/
[1] http://lashl.ee/post/estimating-structure-dsa-npc/
[1] https://twitter.com/theSPHSU/status/1177136025195417600
[1] https://twitter.com/sisecit/status/1174614378269859840
[1] http://www.sisec.it/wp-content/uploads/2019/09/32_Andreotti_Bianchi_Casnici_Podda.pdf
[1] https://twitter.com/sisecit/status/1178936459480457216
[1] http://www.sisec.it/wp-content/uploads/2019/09/32_Andreotti_Bianchi_Casnici_Podda.pdf?fbclid=IwAR3gdcaIFCw9DaJfOryQ8myFpap4HVZy38kauKjSVmvNOqJu_WFaZ6SyyXs

Top URLs in Tweet in G10:
[1] https://www.bellingcat.com/news/2019/09/03/twitter-analysis-identifying-a-pro-indonesian-propaganda-bot-network/

Top Domains
Top Domains in Tweet in Entire Graph:
[162] eventbrite.com
[111] twitter.com
[56] tobem.com
[41] youtube.com
[34] com.tw
[31] arxiv.org
[25] nature.com
[23] linkedin.com
[19] socialmedialab.ca
[19] reddit.com

Top Domains in Tweet in G1:
[4] nature.com
[1] wiley.com
[1] twitter.com

Top Domains in Tweet in G2:
[23] twitter.com
[18] reddit.com
[15] visiblenetworklabs.com
[12] arxiv.org
[11] nature.com
[10] linkedin.com
[7] dlvr.it
[7] freelancer.com
[6] bellingcat.com
[5] arapidnewsnetwork.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] unlv.edu

Top Domains in Tweet in G4:
[162] eventbrite.com
[28] youtube.com
[13] researchingsocialmedia.com
[6] twitter.com
[4] blogspot.com
[3] linkedin.com
[3] nodexlgraphgallery.org
[2] marketinganalyticssummit.de
[2] wordpress.com
[2] datasciencecentral.com

Top Domains in Tweet in G5:
[16] clevelandclinic.org

Top Domains in Tweet in G7:
[5] bellingcat.com

Top Domains in Tweet in G8:
[8] plos.org
[5] linkedin.com
[2] blogspot.com
[2] cs.si
[2] arxiv.org
[1] phenomenalworld.org
[1] nyu.edu
[1] clevelandclinic.org
[1] acponline.org
[1] google.com

Top Domains in Tweet in G9:
[7] twitter.com
[2] google.com
[2] sisec.it
[2] sciencedirect.com
[1] zoom.us
[1] rstats.ai
[1] lashl.ee
[1] ecosummitcongress.com
[1] adp.com
[1] com.au

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[139] btsconference
[134] phdchat
[113] socialmedia
[91] nodexl
[81] indonesia
[79] smdhumanities
[73] westpapua
[53] ecrchat
[49] online
[48] phdforum



Top Hashtags in Tweet in G1:
[1] bigtruth
[1] 2020election
[1] wethepeople
[1] resist
[1] science
[1] gerrymandering
[1] elections

Top Hashtags in Tweet in G2:
[14] marketing
[12] smm
[11] socialmedia
[7] ibm
[7] infosphere
[7] vulnerabilities
[6] analysis
[5] ai
[5] martech
[5] influencermarketing

Top Hashtags in Tweet in G3:
[139] btsconference
[8] pcas
[2] thepeoplechoosebts
[1] btsandku

Top Hashtags in Tweet in G4:
[133] phdchat
[90] nodexl
[89] socialmedia
[79] smdhumanities
[53] ecrchat
[49] online
[48] phdforum
[45] streaming
[37] marketingdigital
[35] academia

Top Hashtags in Tweet in G5:
[3] epilepsyawarenessmonth
[1] ow2019

Top Hashtags in Tweet in G7:
[11] indonesia
[2] westpapua
[1] freewestpapua
[1] papua

Top Hashtags in Tweet in G8:
[3] plosmedicine
[1] ehealth
[1] democracy
[1] networkanalysis

Top Hashtags in Tweet in G9:
[14] rstats
[6] rstatsdc
[4] endangered
[2] twitter
[2] datascience
[2] customer
[2] network
[2] detection
[2] social
[2] socialnetworks

Top Hashtags in Tweet in G10:
[69] westpapua
[69] indonesia

Top Words
Top Words in Tweet in Entire Graph:
[2652] Words in Sentiment List#1: Positive
[1117] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[94259] Non-categorized Words
[98028] Total Words
[3595] social
[2779] network
[2768] analysis
[723] nature
[657] media

Top Words in Tweet in G1:
[655] nature
[332] analysis
[332] social
[332] network
[329] shows
[329] information
[329] flow
[329] between
[329] individuals
[329] gerrymandered

Top Words in Tweet in G2:
[435] social
[369] analysis
[366] network
[78] information
[70] ð
[67] media
[60] networks
[57] market
[44] community
[44] between

Top Words in Tweet in G3:
[262] researchbts
[139] exciting
[139] #btsconference
[138] news
[138] attending
[138] officially
[138] accepted
[138] present
[128] researc
[124] data

Top Words in Tweet in G4:
[654] social
[396] media
[384] nodexl
[371] event
[355] was3210
[300] marc_smith
[242] featuring
[239] taking
[239] place
[238] sheffhallamuni

Top Words in Tweet in G5:
[128] analysis
[73] patients
[68] suicide
[68] epilepsy
[65] accounts
[65] 32
[65] deaths
[65] recent
[65] online
[65] posts

Top Words in Tweet in G6:
[104] free
[104] websites
[104] learn
[104] following
[104] ethical
[104] hacking
[104] penetration
[104] testing
[104] cryptography
[104] forensics

Top Words in Tweet in G7:
[149] tentang
[88] social
[84] propaganda
[77] network
[75] analysis
[74] ini
[74] artikel
[74] yang
[74] memberi
[74] pengantar

Top Words in Tweet in G8:
[84] social
[83] network
[44] analysis
[40] mark
[40] granovetter
[40] produced
[40] exciting
[40] ideas
[40] come
[40] out

Top Words in Tweet in G9:
[83] analysis
[81] network
[78] social
[14] #rstats
[14] della
[13] 2019
[11] demsocialists
[10] npc
[10] election
[10] ballots

Top Words in Tweet in G10:
[70] social
[70] pro
[70] propaganda
[69] great
[69] piece
[69] #westpapua
[69] media
[69] #indonesia
[69] botnets
[69] pushing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2418] social,network
[1688] network,analysis
[633] social,media
[501] between,individuals
[496] shows,information
[496] information,flow
[496] flow,between
[495] individuals,social
[469] analysis,shows
[447] network,gerrymandered

Top Word Pairs in Tweet in G1:
[332] social,network
[329] nature,analysis
[329] analysis,shows
[329] shows,information
[329] information,flow
[329] flow,between
[329] between,individuals
[329] individuals,social
[329] network,gerrymandered
[328] news,views

Top Word Pairs in Tweet in G2:
[287] social,network
[217] network,analysis
[61] social,media
[40] social,networks
[40] shows,information
[40] information,flow
[40] flow,between
[40] between,individuals
[40] individuals,social
[40] skew,perceptions

Top Word Pairs in Tweet in G3:
[138] exciting,news
[138] news,attending
[138] attending,#btsconference
[138] #btsconference,officially
[138] officially,accepted
[138] accepted,present
[137] researchbts,exciting
[128] present,researc
[80] spoiler,alert
[80] alert,according

Top Word Pairs in Tweet in G4:
[396] social,media
[239] taking,place
[196] event,taking
[192] place,sheffhallamuni
[182] social,network
[172] network,analysis
[156] media,data
[108] nodexl,event
[105] chance,learn
[105] sheffhallamuni,november

Top Word Pairs in Tweet in G5:
[65] suicide,accounts
[65] accounts,32
[65] 32,deaths
[65] deaths,patients
[65] patients,epilepsy
[65] epilepsy,recent
[65] recent,analysis
[65] analysis,online
[65] online,posts
[65] posts,gives

Top Word Pairs in Tweet in G6:
[104] free,websites
[104] websites,learn
[104] learn,following
[104] following,ethical
[104] ethical,hacking
[104] hacking,penetration
[104] penetration,testing
[104] testing,cryptography
[104] cryptography,forensics
[104] forensics,social

Top Word Pairs in Tweet in G7:
[75] network,analysis
[74] ini,artikel
[74] artikel,yang
[74] yang,memberi
[74] memberi,pengantar
[74] pengantar,jelas
[74] jelas,tentang
[74] tentang,social
[74] social,network
[74] analysis,kebetulan

Top Word Pairs in Tweet in G8:
[80] social,network
[40] mark,granovetter
[40] granovetter,produced
[40] produced,exciting
[40] exciting,ideas
[40] ideas,come
[40] come,out
[40] out,economic
[40] economic,sociology
[40] sociology,including

Top Word Pairs in Tweet in G9:
[73] network,analysis
[65] social,network
[10] npc,election
[10] election,ballots
[6] citation,network
[6] di,social
[6] last,weekend
[6] weekend,lot
[6] lot,fun
[6] fun,doing

Top Word Pairs in Tweet in G10:
[69] great,piece
[69] piece,#westpapua
[69] #westpapua,social
[69] social,media
[69] media,pro
[69] pro,#indonesia
[69] #indonesia,botnets
[69] botnets,pushing
[69] pushing,propaganda
[69] propaganda,conflict

Top Replied-To
Top Replied-To in Entire Graph:
@marcowenjones
@facebook
@academicchatter
@jluis8
@seodecanarias
@shackletonjones
@cfcamerer
@nickredmark
@vsingh2014
@orphicvis

Top Replied-To in G3:
@orphicvis
@moonchild_ka
@annsarag
@mbyasingingstar

Top Replied-To in G4:
@seodecanarias
@jluis8
@imantahamtan
@drlisawood
@rossmcgill
@grepmeded
@francesbell
@mackles01

Top Replied-To in G8:
@edsu
@rejectionking

Top Replied-To in G9:
@demsocialists
@martin_a_sphsu
@lwrisoci1
@samswey

Top Mentioned
Top Mentioned in Entire Graph:
@was3210
@nodexl
@nature
@marc_smith
@researchbts
@sheffhallamuni
@smr_foundation
@momentswithbren
@sonsocmed
@bts_twt

Top Mentioned in G1:
@nature
@drew_lab
@naturenv

Top Mentioned in G2:
@palliative_bio
@pyconil
@sleep_bio
@deliverydrug
@cro_bio
@mjcbac

Top Mentioned in G3:
@researchbts
@bts_twt
@orphicvis
@msbeatrice_81

Top Mentioned in G4:
@was3210
@nodexl
@marc_smith
@sheffhallamuni
@smr_foundation
@sonsocmed
@vivianfrancos
@n
@digitalspacelab

Top Mentioned in G5:
@cleclinicmd
@clevelandclinic
@cleclinicnews

Top Mentioned in G6:
@momentswithbren

Top Mentioned in G7:
@sillysampi
@bellingcat
@dancingturtlehq
@tomaszjohnson
@aspi_icpc
@bendobrown
@irenepoet

Top Mentioned in G8:
@rethinkecon
@net_science
@continuumaep
@emiliomonteb
@phesc_on
@rebeccasear
@cleclinicmd
@fabbento
@iama_1993
@info4practice

Top Mentioned in G9:
@demsocialists
@sisecit
@johnlashlee
@socnetanalysts
@federico_fb
@selina_carter_
@martin_a_sphsu
@elsevierconnect
@adangelouk
@necsi

Top Mentioned in G10:
@stefarmbruster
@bendobrown
@sillysampi

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cyberdomain
@cybertoolsbooks
@gamergeeknews
@startupsbot
@chidambara09
@aepishere
@aaroncuddeback
@lovetogive2
@rosenchild

Top Tweeters in G1:
@benstancliff
@dr_shibley
@zephyorg
@edimosip
@tt85207533
@m2l2t5
@leafwarbler
@wolven
@ewigkeit180513
@elleallever

Top Tweeters in G2:
@iam__network
@pm_girl
@mohd_arif
@raulpacheco
@abnewswire
@googletrendson1
@oraeekene
@suriyasubraman
@neuropuff
@sarl_sager

Top Tweeters in G3:
@usmc40471
@bangtan_foreva
@ziamstyles_5sos
@perkins1704
@catbotmy1
@intobecause
@panterka30k
@btspurpiegalaxy
@mapofthpersona7
@nerdyarmykook

Top Tweeters in G4:
@mjoehlerich
@ssxman2
@drshahrul80
@fmfrancoise
@akdm_bot
@topcybernews
@adnanrasool
@proyectosnolen1
@kirkdborne
@jimmyroybloom

Top Tweeters in G5:
@vivmilano
@saludhealthinfo
@omi_082
@sshin6591
@ditupac3361
@angelseti
@renmiu
@oncologytube
@sminaev2015
@celestinogutirr

Top Tweeters in G6:
@oluwej
@njakiribundu
@nicholaslogun
@thenamii
@nikkielizdemere
@janetofafrica
@momentswithbren
@kendrick_alan
@elviss_lo
@hybridhuman_

Top Tweeters in G7:
@infobencana
@1menujudamai
@wsetiawan_id
@bedlamfury
@konco_82
@wattpad_id
@candra_aditya
@akrockefeller
@wergshy
@meethaaasha

Top Tweeters in G8:
@rejectionking
@lurino
@approvedamerica
@evidencerobot
@xtc_uk
@chaosprime
@judystout1
@jeffbigham
@generativist
@schock

Top Tweeters in G9:
@sandymaxey
@laboescapes
@rstatstweet
@silvijakrebs
@peterdaou
@samswey
@swansonerik
@demsocialists
@yungsnorlaxx
@valdiskrebs

Top Tweeters in G10:
@markplackett1
@yathinkn
@suramuram
@paintsandsings
@jdrive319
@temppresence
@cat_kapow
@niningasih
@khirlani
@bo_dashus


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