BigDataSur, Twitter, 12/7/2018 4:12:01 PM, 177794


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BigDataSur_2018-12-07_08-06-31.xlsx
BigDataSur_2018-12-07_08-06-31.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 07, 2018
Short Description:
BigDataSur via NodeXL http://bit.ly/2QiA2e7
@annliffey
@iiot_world
@nielstenoever
@etiennista
@anjakovacs
@data_ctive
@lauramahrenbach
@silviahedley
@3lmantra
@emilianotrere

Top hashtags:
#bigdatasur
#cybersecurity
#cybersecurite
#cybersec
#amsterdam
#datajustice

Description:
Description
The graph represents a network of 132 Twitter users whose recent tweets contained "BigDataSur", 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, 07 December 2018 at 16:07 UTC.

The tweets in the network were tweeted over the 9-day, 3-hour, 24-minute period from Wednesday, 28 November 2018 at 08:35 UTC to Friday, 07 December 2018 at 12:00 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 : 132
Unique Edges : 247
Edges With Duplicates : 280
Total Edges : 527
Self-Loops : 35
Reciprocated Vertex Pair Ratio : 0.103202846975089
Reciprocated Edge Ratio : 0.187096774193548
Connected Components : 5
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 92
Maximum Edges in a Connected Component : 485
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.283505
Graph Density : 0.0179273652556095
Modularity : 0.29312
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://iiot-world.com/cybersecurity/insiders-the-biggest-security-threat-to-their-organizations/
[12] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/
[7] https://data-activism.net/bigdatasur
[5] https://data-activism.net/bigdatasur/
[4] http://www.spui25.nl/spui25-en/events/events/2018/12/big-data-from-the-south-decolonization-resistance-and-creativity.html
[3] https://data-activism.net/2018/12/challenges-and-opportunities-of-studying-big-data-in-the-global-south/
[1] https://data-activism.net/2018/10/datactive-speaker-series-can-data-be-decolonized-december-4/
[1] https://twitter.com/etiennista/status/1069868852400529408
[1] https://journals.sagepub.com/doi/pdf/10.1177/1522637918770419
[1] https://www.researchgate.net/publication/328495229_DisConnection_The_Co-Evolution_of_Sociocultural_and_Material_Infrastructures_of_the_Internet_in_Indonesia

Top URLs in Tweet in G1:
[27] https://iiot-world.com/cybersecurity/insiders-the-biggest-security-threat-to-their-organizations/

Top URLs in Tweet in G2:
[7] https://data-activism.net/bigdatasur
[2] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/
[1] https://data-activism.net/2018/12/challenges-and-opportunities-of-studying-big-data-in-the-global-south/
[1] https://twitter.com/revista_commons/status/1068139281850478592
[1] https://colonizedbydata.com
[1] http://www.spui25.nl/spui25-en/events/events/2018/12/big-data-from-the-south-decolonization-resistance-and-creativity.html

Top URLs in Tweet in G3:
[2] http://www.spui25.nl/spui25-en/events/events/2018/12/big-data-from-the-south-decolonization-resistance-and-creativity.html
[1] https://journals.sagepub.com/doi/pdf/10.1177/1522637918770419
[1] https://www.researchgate.net/publication/328495229_DisConnection_The_Co-Evolution_of_Sociocultural_and_Material_Infrastructures_of_the_Internet_in_Indonesia
[1] https://data-activism.net/2018/10/datactive-speaker-series-can-data-be-decolonized-december-4/
[1] https://twitter.com/etiennista/status/1069868852400529408

Top URLs in Tweet in G4:
[1] https://data-activism.net/2018/12/challenges-and-opportunities-of-studying-big-data-in-the-global-south/
[1] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/

Top URLs in Tweet in G5:
[5] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/
[1] https://twitter.com/annliffey/status/1067699602906914818
[1] http://www.spui25.nl/spui25-en/events/events/2018/12/big-data-from-the-south-decolonization-resistance-and-creativity.html

Top URLs in Tweet in G6:
[1] https://twitter.com/annliffey/status/1067698525646061568
[1] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/
[1] https://twitter.com/Stedelijk/status/1066986736696340481

Top URLs in Tweet in G7:
[1] https://data-activism.net/2018/12/challenges-and-opportunities-of-studying-big-data-in-the-global-south/

Top URLs in Tweet in G8:
[2] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/
[1] https://data-activism.net/bigdatasur/

Top URLs in Tweet in G9:
[3] https://data-activism.net/bigdatasur/

Top URLs in Tweet in G10:
[1] https://data-activism.net/2018/11/workshop-big-data-from-the-south-towards-a-research-agenda-amsterdam-december-4-5/
[1] https://data-activism.net/bigdatasur/

Top Domains
Top Domains in Tweet in Entire Graph:
[28] data-activism.net
[27] iiot-world.com
[5] twitter.com
[4] spui25.nl
[1] sagepub.com
[1] researchgate.net
[1] colonizedbydata.com

Top Domains in Tweet in G1:
[27] iiot-world.com

Top Domains in Tweet in G2:
[10] data-activism.net
[1] twitter.com
[1] colonizedbydata.com
[1] spui25.nl

Top Domains in Tweet in G3:
[2] spui25.nl
[1] sagepub.com
[1] researchgate.net
[1] data-activism.net
[1] twitter.com

Top Domains in Tweet in G4:
[2] data-activism.net

Top Domains in Tweet in G5:
[5] data-activism.net
[1] twitter.com
[1] spui25.nl

Top Domains in Tweet in G6:
[2] twitter.com
[1] data-activism.net

Top Domains in Tweet in G7:
[1] data-activism.net

Top Domains in Tweet in G8:
[3] data-activism.net

Top Domains in Tweet in G9:
[3] data-activism.net

Top Domains in Tweet in G10:
[2] data-activism.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[187] bigdatasur
[27] cybersecurity
[26] cybersecurite
[26] cybersec
[20] amsterdam
[18] datajustice
[18] datacolonialism
[7] bigdata
[7] south
[4] ict4d



Top Hashtags in Tweet in G1:
[27] cybersecurity
[26] cybersecurite
[26] cybersec
[2] eqn
[2] iiot
[2] bigdatasur
[2] bigdata
[2] security
[1] fintech
[1] investing

Top Hashtags in Tweet in G2:
[39] bigdatasur
[12] amsterdam
[2] south
[1] globalsouth
[1] north
[1] west
[1] rebels
[1] sudsoundsystem
[1] privacy
[1] datacolonialism

Top Hashtags in Tweet in G3:
[70] bigdatasur
[4] amsterdam
[3] datajustice
[1] civ
[1] needmorecoffee
[1] gender
[1] platforms
[1] datacolonialism

Top Hashtags in Tweet in G4:
[1] bigdatasur

Top Hashtags in Tweet in G5:
[44] bigdatasur
[16] datacolonialism
[15] datajustice
[4] ict4d
[4] dataethics
[3] datafied
[2] amsterdam
[2] agency
[2] gender
[2] platforms

Top Hashtags in Tweet in G6:
[14] bigdatasur
[1] amsterdam

Top Hashtags in Tweet in G7:
[10] bigdatasur
[5] bigdata
[5] south
[1] brazil
[1] india
[1] china
[1] amsterdam

Top Hashtags in Tweet in G8:
[6] bigdatasur

Top Hashtags in Tweet in G10:
[1] bigdatasur

Top Words
Top Words in Tweet in Entire Graph:
[172] Words in Sentiment List#1: Positive
[66] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[5567] Non-categorized Words
[5805] Total Words
[190] bigdatasur
[115] data
[94] annliffey
[70] south
[59] workshop

Top Words in Tweet in G1:
[29] 3
[27] top
[27] ways
[27] protect
[27] ot
[27] environments
[27] insider
[27] threats
[27] cybersecurity
[26] iiot_world

Top Words in Tweet in G2:
[40] bigdatasur
[22] data
[19] amsterdam
[17] 3
[16] south
[16] annliffey
[14] big
[12] workshop
[12] ulises
[12] couldrynick

Top Words in Tweet in G3:
[71] bigdatasur
[38] data
[35] annliffey
[29] couldrynick
[29] emilianotrere
[20] ulises
[20] 3lmantra
[18] south
[17] merlyna
[17] mejias

Top Words in Tweet in G4:
[27] ta
[12] big
[11] data
[11] south
[10] agenda
[9] annliffey
[9] releasing
[9] poster
[9] workshop
[9] towards

Top Words in Tweet in G5:
[44] bigdatasur
[18] annliffey
[16] datacolonialism
[15] datajustice
[13] data
[12] emilianotrere
[10] workshop
[10] colonialism
[9] new
[8] agenda

Top Words in Tweet in G6:
[19] data
[14] bigdatasur
[10] annliffey
[10] south
[9] anjakovacs
[9] people
[9] global
[7] workshop
[6] bodies
[5] merlyna

Top Words in Tweet in G7:
[10] bigdatasur
[8] new
[7] lauramahrenbach
[6] annliffey
[6] south
[6] out
[5] interested
[5] challenges
[5] opportunities
[5] studying

Top Words in Tweet in G8:
[7] research
[6] bigdatasur
[6] data
[4] today
[4] south
[4] workshop
[3] data_ctive
[2] definitely
[2] hashtag
[2] following

Top Words in Tweet in G9:
[3] mean
[3] think
[3] datafication
[3] southern
[3] perspective
[2] rafa_zanatta

Top Words in Tweet in G10:
[2] workshop
[2] big
[2] data
[2] south
[2] towards
[2] research
[2] agenda
[2] bigdatasur

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] big,data
[39] data,south
[36] bigdatasur,workshop
[31] couldrynick,ulises
[31] south,towards
[31] towards,research
[31] research,agenda
[30] annliffey,emilianotrere
[30] ulises,mejias
[27] top,3

Top Word Pairs in Tweet in G1:
[27] top,3
[27] 3,ways
[27] ways,protect
[27] protect,ot
[27] ot,environments
[27] environments,insider
[27] insider,threats
[27] threats,cybersecurity
[26] iiot_world,top
[26] cybersecurity,cybersecurite

Top Word Pairs in Tweet in G2:
[12] big,data
[11] data,south
[10] ulises,mejias
[9] bigdatasur,workshop
[9] couldrynick,ulises
[9] amsterdam,dec
[9] south,towards
[9] towards,research
[9] research,agenda
[9] dec,4

Top Word Pairs in Tweet in G3:
[16] couldrynick,ulises
[14] annliffey,emilianotrere
[12] big,data
[11] bigdatasur,workshop
[10] ulises,mejias
[9] data,south
[7] data,colonialism
[7] research,agenda
[7] opening,bigdatasur
[7] workshop,annliffey

Top Word Pairs in Tweet in G4:
[18] ta,ta
[11] big,data
[9] annliffey,ta
[9] ta,releasing
[9] releasing,poster
[9] poster,workshop
[9] workshop,big
[9] data,south
[9] south,towards
[9] towards,research

Top Word Pairs in Tweet in G5:
[12] datajustice,datacolonialism
[9] bigdatasur,workshop
[9] annliffey,emilianotrere
[7] ulises,mejias
[6] bigdatasur,datajustice
[5] construyendo,agenda
[5] agenda,investigación
[5] investigación,acción
[5] acción,sobre
[5] sobre,'datificación'

Top Word Pairs in Tweet in G6:
[8] global,south
[6] bigdatasur,workshop
[5] merlyna,lim
[5] lim,data
[5] data,deterritorialises
[5] deterritorialises,people
[5] people,global
[5] south,data
[5] data,reterritorialises
[5] reterritorialises,brown

Top Word Pairs in Tweet in G7:
[8] new,bigdatasur
[5] interested,challenges
[5] challenges,opportunities
[5] opportunities,studying
[5] studying,bigdata
[5] bigdata,global
[5] global,south
[5] south,check
[5] check,out
[5] out,new

Top Word Pairs in Tweet in G8:
[4] data,south
[4] research,workshop
[2] definitely,hashtag
[2] hashtag,following
[2] following,today
[2] today,bigdatasur
[2] bigdatasur,big
[2] big,data
[2] south,data_ctive
[2] data_ctive,looks

Top Word Pairs in Tweet in G9:
[3] mean,think
[3] think,datafication
[3] datafication,southern
[3] southern,perspective
[2] rafa_zanatta,mean

Top Word Pairs in Tweet in G10:
[2] workshop,big
[2] big,data
[2] data,south
[2] south,towards
[2] towards,research
[2] research,agenda

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@annliffey
@emilianotrere
@couldrynick
@3lmantra
@merlyna
@iiot_world
@spui25
@nielstenoever
@data_ctive
@anjakovacs

Top Mentioned in G1:
@iiot_world
@conkers3
@fisher85m
@sanjaykatkar
@antgrasso
@mclynd
@headleaks
@shirastweet
@bradbonomo
@sgbrown77

Top Mentioned in G2:
@annliffey
@couldrynick
@emilianotrere
@merlyna
@data_ctive
@nielstenoever
@anjakovacs
@spui25
@3lmantra

Top Mentioned in G3:
@annliffey
@couldrynick
@emilianotrere
@3lmantra
@merlyna
@nielstenoever
@spui25
@data_ctive
@silviahedley
@anjakovacs

Top Mentioned in G4:
@annliffey
@uva_amsterdam
@spui25
@s_lehuede
@etiennista

Top Mentioned in G5:
@annliffey
@emilianotrere
@couldrynick
@3lmantra
@etiennista
@merlyna
@nielstenoever
@silviahedley
@data_ctive
@wrongrrl

Top Mentioned in G6:
@annliffey
@anjakovacs
@emilianotrere
@3lmantra
@couldrynick
@nielstenoever
@data_ctive
@spui25

Top Mentioned in G7:
@lauramahrenbach
@annliffey
@katja_mat
@nielstenoever
@wrongrrl
@emilianotrere
@couldrynick

Top Mentioned in G8:
@data_ctive
@mayameme
@erc_research
@uva_amsterdam
@spui25
@globaldatajust

Top Mentioned in G9:
@rafa_zanatta

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@004nino
@matthanapepeas
@ham_gretsky
@mapc
@mclynd
@jandrusk
@big_data_flow
@albertvaliev

Top Tweeters in G1:
@arkangelscrap
@004nino
@matthanapepeas
@mclynd
@jandrusk
@albertvaliev
@cybersecboardrm
@epicrelevance
@hightechpro
@thomashilbig2

Top Tweeters in G2:
@big_data_flow
@sudsoundsystem
@faineg
@carobotero
@gkbhambra
@luzmagcruz
@benwagne_r
@pondswimmer
@erc_research
@annliffey

Top Tweeters in G3:
@getchepi
@bact
@docdre
@technojederbig
@mariadelcuy
@manuelvarzen
@nielstenoever
@rggja
@kwodel
@facebook

Top Tweeters in G4:
@mapc
@s_lehuede
@earvsc
@yearrypanji
@berrydm
@wonyoungso
@uva_amsterdam
@toririo
@spui25
@kannammaraman

Top Tweeters in G5:
@ham_gretsky
@viboradelamar
@rossanareguillo
@celiadelp
@etiennista
@aaaleta
@silviahedley
@gynaji
@scriptamelius
@wrongrrl

Top Tweeters in G6:
@iamwithnail
@anjakovacs
@parodevi
@inetdemocracy
@manoj1802
@ambersinha07
@noahsobe
@enricocalandro
@nellipiattoeva
@bricscyber

Top Tweeters in G7:
@nosqldigest
@marcdfroese
@zsi_fe
@ccpollon
@katja_mat
@lauramahrenbach

Top Tweeters in G8:
@digitalethics
@mayameme
@_nomap
@data_ctive
@globaldatajust

Top Tweeters in G9:
@paulino4x4
@anapaulagomess
@rafa_zanatta

Top Tweeters in G10:
@privacymatters
@hapeeg