@gephi OR @nodexl OR @socioviz, Twitter, 9/12/2019 4:55:16 PM, 209537


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@gephi OR @nodexl OR @socioviz Twitter NodeXL SNA Map and Report for torstai, 12 syyskuuta 2019 at 1
@gephi OR @nodexl OR @socioviz Twitter NodeXL SNA Map and Report for torstai, 12 syyskuuta 2019 at 1
From:
mihkal
Uploaded on:
September 12, 2019
Short Description:
@gephi OR @nodexl OR @socioviz via NodeXL http://bit.ly/31hNoZB
@nodexl
@gephi
@chidambara09
@smr_foundation
@mihkal
@jeremyhl
@unosml
@gamergeeknews
@mikequindazzi
@bernardamus

Top hashtags:
#bigdata
#iot
#ai
#ml
#4ir
#influencers
#futureofwork
#fintech
#datascience

Description:
Description
The graph represents a network of 789 Twitter users whose recent tweets contained "@gephi OR @nodexl OR @socioviz", 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 Thursday, 12 September 2019 at 16:44 UTC.

The tweets in the network were tweeted over the 9-day, 4-hour, 49-minute period from Tuesday, 03 September 2019 at 11:39 UTC to Thursday, 12 September 2019 at 16:28 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 : 796
Unique Edges : 3918
Edges With Duplicates : 3742
Total Edges : 7660
Number of Edge Types : 4
Mentions : 6811
Replies to : 179
Retweet : 659
Tweet : 11
Self-Loops : 30
Reciprocated Vertex Pair Ratio : 0,0487650411652945
Reciprocated Edge Ratio : 0,0929951690821256
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 796
Maximum Edges in a Connected Component : 7660
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2,853965
Graph Density : 0,00785057362283114
Modularity : 0,372097
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[75] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=195916
[39] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209145
[24] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208019
[20] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199689
[19] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209313
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208606
[16] https://courses.researchingsocialmedia.com/courses/social-media-digital-humanities-methods-approaches-for-social-scientists
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=183151
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=147713
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=173604

Top URLs in Tweet in G1:
[16] https://courses.researchingsocialmedia.com/courses/social-media-digital-humanities-methods-approaches-for-social-scientists
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208926
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208605
[5] https://www.eventbrite.com/e/social-media-digital-humanities-social-network-analysis-using-nodexl-tickets-72083937999
[4] https://twitter.com/BenDoBrown/status/1168897466810454016
[4] https://twitter.com/was3210/status/1171531566071205889?s=20
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208742
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209295
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208942
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208908

Top URLs in Tweet in G2:
[75] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=195916
[39] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209145
[24] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208019
[17] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209313
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199689
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=183151
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=173604
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=123704
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=201919
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=190880

Top URLs in Tweet in G3:
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208606
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=147713
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208883
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208638
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199689
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209325
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208706
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=207429
[2] http://nodexlgraphgallery.org/Pages/Registration.aspx
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178587

Top URLs in Tweet in G4:
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209334
[5] https://www.zdnet.com/article/wells-fargo-artificial-intelligence-and-machine-learning-a-double-edged-sword/
[5] https://www.reuters.com/article/us-autonomous-cortica/israels-cortica-teams-with-toyota-bmw-in-autonomous-ai-car-tech-idUSKCN1VO2SO
[2] https://www.healthleadersmedia.com/clinical-care/10-areas-where-artificial-intelligence-can-revolutionize-primary-care
[2] https://www.entrepreneur.com/article/339251
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209203
[1] https://cheddar.com/media/how-artificial-intelligence-is-redesigning-the-retail-industry
[1] https://enterprisetalk.com/quik-bytes/is-augmented-artificial-intelligence-disrupting-artificial-intelligence/
[1] https://wasteadvantagemag.com/how-artificial-intelligence-helps-recycling-become-more-circular/
[1] https://www.newscientist.com/article/mg24332450-700-refreezing-the-arctic-how-to-bring-the-ice-back-with-geoengineering/

Top URLs in Tweet in G5:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208612
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208907
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208791

Top URLs in Tweet in G6:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=208693
[1] https://twitter.com/THLorg/status/1171293265624125440

Top URLs in Tweet in G7:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=209426

Top URLs in Tweet in G9:
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=188397
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=207714

Top URLs in Tweet in G10:
[1] https://twitter.com/hildamqz/status/1172075828039102464

Top Domains
Top Domains in Tweet in Entire Graph:
[448] nodexlgraphgallery.org
[17] twitter.com
[16] researchingsocialmedia.com
[6] reuters.com
[6] zdnet.com
[5] eventbrite.com
[4] entrepreneur.com
[4] healthleadersmedia.com
[3] wasteadvantagemag.com
[3] thestatesman.com

Top Domains in Tweet in G1:
[61] nodexlgraphgallery.org
[16] researchingsocialmedia.com
[13] twitter.com
[5] eventbrite.com
[2] pewinternet.org
[2] cisco.com
[1] tweetbinder.com
[1] osintcurio.us
[1] medium.com
[1] wordpress.com

Top Domains in Tweet in G2:
[287] nodexlgraphgallery.org
[3] thestatesman.com
[2] healthleadersmedia.com
[2] convey.pro
[2] wasteadvantagemag.com
[1] twitter.com
[1] zdnet.com
[1] reuters.com
[1] entrepreneur.com
[1] bitly.com

Top Domains in Tweet in G3:
[55] nodexlgraphgallery.org
[1] entrepreneur.com

Top Domains in Tweet in G4:
[10] nodexlgraphgallery.org
[5] zdnet.com
[5] reuters.com
[2] healthleadersmedia.com
[2] entrepreneur.com
[1] cheddar.com
[1] enterprisetalk.com
[1] wasteadvantagemag.com
[1] newscientist.com
[1] twitter.com

Top Domains in Tweet in G5:
[15] nodexlgraphgallery.org

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

Top Domains in Tweet in G7:
[7] nodexlgraphgallery.org

Top Domains in Tweet in G9:
[7] nodexlgraphgallery.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[128] bigdata
[125] iot
[124] ai
[44] ml
[41] 4ir
[41] influencers
[39] futureofwork
[38] fintech
[38] datascience
[36] digital



Top Hashtags in Tweet in G1:
[30] inbound19
[20] phdchat
[16] socialmedia
[12] datascience
[11] ecrchat
[10] socailmedia
[10] data
[9] tech
[8] marketing
[8] unojmc404

Top Hashtags in Tweet in G2:
[92] iot
[80] ai
[67] bigdata
[41] 4ir
[37] futureofwork
[35] algorithm
[30] influencers
[29] fintech
[25] digital
[24] machinelearning

Top Hashtags in Tweet in G3:
[25] bigdata
[15] ai
[11] iot
[10] influencers
[9] industry40
[9] influencerpromotion
[8] datascience
[7] yourmustread
[7] topcasestudy
[7] cybersecurity

Top Hashtags in Tweet in G4:
[24] ml
[20] ai
[19] aiio
[19] bigdata
[19] nlu
[19] iot
[5] cortica
[5] toyota
[5] bmw
[2] dcsw2019

Top Hashtags in Tweet in G5:
[15] altc

Top Hashtags in Tweet in G6:
[1] liiga
[1] finita

Top Hashtags in Tweet in G7:
[1] scicomm

Top Hashtags in Tweet in G8:
[10] cloud
[10] edgecomputing
[10] bigdata
[10] digital
[10] digitaltransformation
[10] edge
[10] innovation
[1] influencers

Top Hashtags in Tweet in G10:
[5] icpic2019
[5] behavior
[5] socialnetwork
[5] infectioncontrol
[1] globalhealth

Top Words
Top Words in Tweet in Entire Graph:
[994] Words in Sentiment List#1: Positive
[59] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[24637] Non-categorized Words
[25690] Total Words
[928] nodexl
[557] top
[410] hashtags
[406] #ai
[392] #iot

Top Words in Tweet in G1:
[319] amp
[263] nodexl
[211] social
[123] #phdchat
[114] network
[109] course
[101] tools
[101] methods
[90] gephi
[82] media

Top Words in Tweet in G2:
[425] nodexl
[398] top
[313] #iot
[302] mikequindazzi
[298] #ai
[262] hashtags
[161] ronald_vanloon
[158] paula_piccard
[149] #bigdata
[140] ipfconline1

Top Words in Tweet in G3:
[149] nodexl
[76] #bigdata
[71] #ai
[56] top
[52] mikequindazzi
[51] hashtags
[49] chidambara09
[49] #iot
[46] #cybersecurity
[42] influencerprom1

Top Words in Tweet in G4:
[32] nodexl
[24] #ml
[23] #ai
[20] #iot
[20] mikequindazzi
[19] #aiio
[19] #bigdata
[19] #nlu
[19] cc
[19] moz

Top Words in Tweet in G5:
[30] #altc
[15] nodexl
[15] a_l_t
[15] sfaulknerpando
[15] warwicklanguage
[15] suebecks
[15] dompates
[15] top
[15] hashtags
[15] #lthechat

Top Words in Tweet in G6:
[11] gephi
[8] jnkka
[6] hponka
[5] huuhkajat
[5] mspowerbi
[5] mihkal
[4] ja
[3] viaplay_fi
[3] ylepuhe
[3] amkivi

Top Words in Tweet in G7:
[9] nodexl
[9] scicommbot
[9] _open_science_
[9] academicchatter
[9] vanessapirotta
[9] lisavipes
[9] sarahmackattack
[9] scicomm_india
[9] agu_scicomm
[9] femtech_

Top Words in Tweet in G8:
[11] #bigdata
[11] cc
[11] nodexl
[10] intro
[10] #cloud
[10] #edgecomputing
[10] microsoft
[10] antgrasso
[10] #digital
[10] #digitaltransformation

Top Words in Tweet in G9:
[10] nodexl
[4] corpgov
[4] mikequindazzi
[4] 2rarely
[4] harvardcorpgov
[4] mpborman
[4] top
[4] hashtags
[4] #corpgov
[4] #esg

Top Words in Tweet in G10:
[5] presenting
[5] #icpic2019
[5] sphcmunsw
[5] didierpittet
[5] hopitaux_unige
[5] unige_en
[5] #behavior
[5] #socialnetwork
[5] #infectioncontrol
[5] nodexl

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[406] top,hashtags
[157] hashtags,#ai
[122] #ai,#iot
[99] nodexl,link
[84] social,media
[75] top,influencers
[73] influencers,mikequindazzi
[73] 30,part
[73] part,course
[72] digital,humanities

Top Word Pairs in Tweet in G1:
[82] social,media
[73] 30,part
[73] part,course
[72] digital,humanities
[71] amp,tools
[71] media,amp
[71] amp,digital
[71] humanities,methods
[71] methods,approaches
[71] approaches,social

Top Word Pairs in Tweet in G2:
[258] top,hashtags
[145] hashtags,#ai
[117] #ai,#iot
[93] nodexl,link
[74] top,influencers
[72] influencers,mikequindazzi
[70] #iot,#robotics
[67] mikequindazzi,ronald_vanloon
[60] #iot,#innovation
[54] topcybernews,nodexl

Top Word Pairs in Tweet in G3:
[51] top,hashtags
[36] pd_mobileapps,influencerprom1
[36] influencerprom1,cybersec_feeds
[35] nodexl,smr_foundation
[35] smr_foundation,mikequindazzi
[35] krausesmustache,motorcycletwitt
[30] #influencerpromotion,#topcasestudy
[30] #topcasestudy,#cybersecurity
[30] #cybersecurity,#knowledge
[30] #knowledge,#megatrends

Top Word Pairs in Tweet in G4:
[19] #aiio,#bigdata
[19] #bigdata,#ml
[19] #ml,#nlu
[19] #nlu,#iot
[19] mikequindazzi,moz
[19] moz,nealschaffer
[19] nealschaffer,nigelwalsh
[19] nigelwalsh,nodexl
[19] nodexl,pbouillaud
[18] #iot,cc

Top Word Pairs in Tweet in G5:
[15] #altc,nodexl
[15] nodexl,a_l_t
[15] top,hashtags
[15] hashtags,#altc
[15] #altc,#lthechat
[13] sfaulknerpando,warwicklanguage
[13] #edtech,#femedtech
[13] #femedtech,#openedsig
[9] suebecks,jisc
[8] a_l_t,jessifer

Top Word Pairs in Tweet in G6:
[4] hponka,jnkka
[4] jnkka,mspowerbi
[4] mspowerbi,gephi
[3] gephi,huuhkajat
[3] viaplay_fi,ylepuhe
[2] huuhkajat,viaplay_fi
[2] amkivi,hponka
[2] datan,visualisointia
[2] graafinen,suunnittelija
[2] mihkal,jnkka

Top Word Pairs in Tweet in G7:
[9] nodexl,scicommbot
[9] scicommbot,_open_science_
[9] _open_science_,academicchatter
[9] academicchatter,vanessapirotta
[9] vanessapirotta,lisavipes
[9] lisavipes,sarahmackattack
[9] sarahmackattack,scicomm_india
[9] scicomm_india,agu_scicomm
[7] scicomm,nodexl
[7] agu_scicomm,_atanas_

Top Word Pairs in Tweet in G8:
[10] intro,#cloud
[10] #cloud,#edgecomputing
[10] #edgecomputing,microsoft
[10] microsoft,antgrasso
[10] antgrasso,#bigdata
[10] #bigdata,#digital
[10] #digital,#digitaltransformation
[10] #digitaltransformation,#edge
[10] #edge,#innovation
[10] #innovation,#mobile

Top Word Pairs in Tweet in G9:
[4] corpgov,nodexl
[4] top,hashtags
[4] hashtags,#corpgov
[4] #corpgov,#esg
[4] #esg,#boardofdirectors
[3] nodexl,corpgov
[3] nodexl,link
[3] link,daviddoughty
[3] daviddoughty,mikequindazzi
[3] mikequindazzi,mpborman

Top Word Pairs in Tweet in G10:
[5] presenting,#icpic2019
[5] #icpic2019,sphcmunsw
[5] sphcmunsw,didierpittet
[5] didierpittet,hopitaux_unige
[5] hopitaux_unige,unige_en
[5] unige_en,#behavior
[5] #behavior,#socialnetwork
[5] #socialnetwork,#infectioncontrol
[5] #infectioncontrol,nodexl
[5] nodexl,#globalhealth

Top Replied-To
Top Replied-To in Entire Graph:
@fmfrancoise
@andrewincontact
@nodexl
@grazytgrazynatt
@was3210
@topcybernews
@kushlivenow
@gephi
@kgeographer
@mihkal

Top Replied-To in G1:
@was3210
@kushlivenow
@nodexl
@metricool
@bendobrown
@unosml
@erich13
@jhonig1
@accessosint
@fmfrancoise

Top Replied-To in G2:
@topcybernews
@fmfrancoise
@grazytgrazynatt
@haroldsinnott
@stephanenappo
@nodexl
@worldtrendsinfo
@bigdata_joe
@feteoze54
@social_molly

Top Replied-To in G3:
@fmfrancoise
@andrewincontact
@grazytgrazynatt
@nodexl
@chidambara09
@influencerprom1
@docassar
@social_molly
@krausesmustache

Top Replied-To in G4:
@buckleybarlow
@nodexl

Top Replied-To in G6:
@mihkal
@gephi
@amkivi
@hponka

Top Replied-To in G7:
@nodexl

Top Mentioned
Top Mentioned in Entire Graph:
@nodexl
@mikequindazzi
@ronald_vanloon
@ipfconline1
@paula_piccard
@alvinfoo
@chidambara09
@fisher85m
@mvollmer1
@gephi

Top Mentioned in G1:
@nodexl
@gephi
@audienseco
@socialelephants
@echosec_uk
@visibrain
@smr_foundation
@marc_smith
@sheffhallamuni
@unosml

Top Mentioned in G2:
@nodexl
@mikequindazzi
@ronald_vanloon
@paula_piccard
@ipfconline1
@alvinfoo
@fisher85m
@mvollmer1
@haroldsinnott
@wef

Top Mentioned in G3:
@nodexl
@mikequindazzi
@chidambara09
@cybersec_feeds
@influencerprom1
@motorcycletwitt
@pd_mobileapps
@smr_foundation
@krausesmustache
@ipfconline1

Top Mentioned in G4:
@nodexl
@mikequindazzi
@moz
@nealschaffer
@nigelwalsh
@pbouillaud
@patrickgunz_ch
@startgrowthhack
@ipfconline1
@evankirstel

Top Mentioned in G5:
@a_l_t
@sfaulknerpando
@warwicklanguage
@suebecks
@dompates
@marendeepwell
@jisc
@sarahknight
@jessifer
@lthechat

Top Mentioned in G6:
@jnkka
@gephi
@hponka
@mspowerbi
@huuhkajat
@viaplay_fi
@ylepuhe
@nodexl
@lenovo
@oulunkarpatfi

Top Mentioned in G7:
@scicommbot
@_open_science_
@academicchatter
@vanessapirotta
@lisavipes
@sarahmackattack
@scicomm_india
@agu_scicomm
@femtech_
@_atanas_

Top Mentioned in G8:
@nodexl
@microsoft
@antgrasso
@7wdata
@danielnewmanuv
@samighazali
@williamstim
@evankirstel

Top Mentioned in G9:
@mikequindazzi
@2rarely
@harvardcorpgov
@mpborman
@nodexl
@daviddoughty
@directorsboards
@standardethics
@muzaffar1969
@wsj

Top Mentioned in G10:
@sphcmunsw
@didierpittet
@hopitaux_unige
@unige_en
@nodexl
@kkmputrajaya
@dghisham
@chriskc_lee

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@easy_branches
@sectest9
@nosqldigest
@rk70534
@gamergeeknews
@alevergara78
@evankirstel
@startupsbot
@chidambara09

Top Tweeters in G1:
@rk70534
@gamergeeknews
@infobencana
@pfanderson
@mjoehlerich
@kas_stoner
@madalynsklar
@rahung
@jeremyhl
@otto_english

Top Tweeters in G2:
@arkangelscrap
@sectest9
@evankirstel
@chidambara09
@kstreet111
@fintechna
@ramikantari
@calcaware
@santchiweb
@mashable

Top Tweeters in G3:
@easy_branches
@nosqldigest
@alevergara78
@ottlegalrebels
@drjimmystar
@marshacollier
@janankerstjerne
@edaccessible
@tripletsfan19
@debraruh

Top Tweeters in G4:
@startupsbot
@ft
@openmarketingtv
@nealschaffer
@socialmedia2day
@thesiliconhill
@tamaramccleary
@dmalert
@pbouillaud
@nigelwalsh

Top Tweeters in G5:
@scalarhumanity
@cleardiff
@warwicklanguage
@scottturneruon
@suebecks
@jessifer
@markj_ohnson
@dompates
@jisc
@debbieholley1

Top Tweeters in G6:
@miskap97
@lenovo
@ylepuhe
@dasb00t
@hponka
@hctps
@sakufra
@ilveshockey
@smliiga
@oulunkarpatfi

Top Tweeters in G7:
@academicchatter
@_open_science_
@lisavipes
@scicommbot
@_atanas_
@sarahmackattack
@holkershaw
@_inpst
@agu_scicomm
@mattermagbot

Top Tweeters in G8:
@7wdata
@evaduranramos
@enrirosasdiaz
@danielnewmanuv
@benjones1k
@lorascsc
@freetoopt
@samighazali
@thedysket
@microsoft

Top Tweeters in G9:
@wsj
@muzaffar1969
@nancylevine
@corpgovuk
@excellencia_ltd
@fr_hossain
@mpborman
@vonyaglobal
@2rarely
@aidindia3

Top Tweeters in G10:
@kamarulbahrin
@kkmputrajaya
@dghisham
@didierpittet
@hopitaux_unige
@unige_en
@safesafersafest
@sphcmunsw
@yewfong_pam
@chriskc_lee