social graph, Twitter, 12/13/2019 9:22:39 AM, 218804


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social graph_2019-12-12_11-31-13.xlsx
social graph_2019-12-12_11-31-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 13, 2019
Short Description:
social graph via NodeXL http://bit.ly/2YJjInw
@shelter
@kpopradar_blip
@saffiya_khan1
@smallgovtlowtax
@social_molly
@wef
@cybersec_feeds
@cyberdomain
@jayeshmthakur
@kdnuggets

Top hashtags:
#factcheck
#housingbenefit
#dreamcatcher
#socialmedia
#technology

Description:
Description
The graph represents a network of 2,837 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 December 2019 at 19:31 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 57-minute period from Thursday, 28 November 2019 at 01:56 UTC to Thursday, 12 December 2019 at 00:53 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 : 2837
Unique Edges : 4324
Edges With Duplicates : 275
Total Edges : 4599
Number of Edge Types : 3
Mentions : 4272
Replies to : 141
Tweet : 186
Self-Loops : 186
Reciprocated Vertex Pair Ratio : 0.00422832980972516
Reciprocated Edge Ratio : 0.00842105263157895
Connected Components : 269
Single-Vertex Connected Components : 77
Maximum Vertices in a Connected Component : 1369
Maximum Edges in a Connected Component : 1965
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.042592
Graph Density : 0.000531337608560663
Modularity : 0.685991
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 2,837 Twitter users whose tweets in the requested range contained "social graph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 December 2019 at 19:31 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 57-minute period from Thursday, 28 November 2019 at 01:56 UTC to Thursday, 12 December 2019 at 00:53 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 graph
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:
[60] https://www.weforum.org/agenda/2019/10/social-media-use-by-generation
[20] https://www.bloomberg.com/tosv2.html?vid=&uuid=a0d3ed10-18fc-11ea-8be5-3910b64133f8&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wMi9jaGlsZS1lY29ub21pYy1hY3Rpdml0eS1zdWZmZXJzLXJlY29yZC1kcm9wLWFtaWQtc29jaWFsLXVucmVzdA==
[17] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[11] https://arxiv.org/abs/1912.02761
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199689
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=173624
[5] https://neo4j.com/emil/neo4j-aura-graph-database-as-a-service/?ref=social-blog
[5] https://developer.microsoft.com/en-us/graph/blogs/upcoming-api-changes-to-sharepoint-social-feed-apis-and-following/
[5] https://aws.amazon.com/blogs/database/analyzing-social-media-feeds-using-amazon-neptune/
[4] https://techcrunch.com/2018/04/13/free-the-social-graph/?utm_content=buffer879e5&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G2:
[1] https://www.kpop-radar.com/ATEEZ
[1] https://www.kpop-radar.com/Dreamcatcher
[1] https://www.kpop-radar.com/B.A.P

Top URLs in Tweet in G4:
[58] https://www.weforum.org/agenda/2019/10/social-media-use-by-generation
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199689
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=173624
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=151232
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217416
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217627
[2] http://nodexlgraphgallery.org/Pages/Graph.as
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=205728
[1] http://nodexlgraphgallery.org/Pages/Default.aspx
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=147713

Top URLs in Tweet in G5:
[3] https://neo4j.com/blog/graph-theory-opioid-epidemic-datacon/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-theory-takes-on-the-opioid-epidemic-httpgagglrqwnvk-2247191
[2] https://arxiv.org/abs/1912.02761
[2] https://www.weforum.org/agenda/2019/10/social-media-use-by-generation
[2] https://twitter.com/jack/status/1204766078468911106
[1] http://cs.SI
[1] http://arxiv.org/abs/1906.09032
[1] https://www.bbc.co.uk/news/election-2019-50578018
[1] https://twitter.com/drewmagary/status/1200149505062178816
[1] https://www.economist.com/graphic-detail/2019/11/23/medieval-catholicism-nudged-europe-towards-democracy-and-development
[1] http://www.caresortsolutions.com/

Top URLs in Tweet in G6:
[2] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/eliminating-violence-against-women-in-lac--dangerous-social-norm.html
[1] https://twitter.com/lflopezcalva/status/1204420474085601281
[1] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/eliminating-violence-against-women-in-lac--dangerous-social-norm.html

Top URLs in Tweet in G7:
[5] https://neo4j.com/emil/neo4j-aura-graph-database-as-a-service/?ref=social-blog
[4] https://neo4j.com/blog/graph-theory-opioid-epidemic-datacon/?ref=social-blog
[2] https://neo4j.com/case-studies/cast-software/?ref=social-camp
[1] https://neo4j.com/blog/ccpa-compliance-challenges-graph-technology-best-solution/?ref=social-blog
[1] https://neo4j.com/whitepapers/return-on-connected-data/?ref=social-camp
[1] https://neo4j.com/online-summit/session/graph-algorithms-clique-highschool-social
[1] https://neo4j.com/blog/5-minute-interview-dee-pandian/?ref=social-blog
[1] https://neo4j.com/blog/optimizations-neo4j-graph-algorithms/?ref=social-blog
[1] https://neo4j.com/graph-databases-book/?ref=social-camp

Top URLs in Tweet in G8:
[16] https://www.kdnuggets.com/2019/09/graph-machine-learning-hate-speech-social-networks.html
[3] https://www.tobem.com/cyberwar/exponential-random-graph-models-for-social-networks-structural-analysis-in-the-social-sciences/
[2] https://www.facebook.com/cyberwarbooks

Top URLs in Tweet in G9:
[20] https://www.bloomberg.com/tosv2.html?vid=&uuid=a0d3ed10-18fc-11ea-8be5-3910b64133f8&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wMi9jaGlsZS1lY29ub21pYy1hY3Rpdml0eS1zdWZmZXJzLXJlY29yZC1kcm9wLWFtaWQtc29jaWFsLXVucmVzdA==

Top URLs in Tweet in G10:
[1] http://cybergraph.dubberly.com/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1362] factcheck
[1362] housingbenefit
[264] dreamcatcher
[67] socialmedia
[60] technology
[22] machinelearning
[16] kdn
[15] neo4j
[12] cybersecurity
[11] graph



Top Hashtags in Tweet in G1:
[1357] factcheck
[1357] housingbenefit

Top Hashtags in Tweet in G2:
[241] dreamcatcher
[1] ateez
[1] bap

Top Hashtags in Tweet in G3:
[23] dreamcatcher

Top Hashtags in Tweet in G4:
[62] socialmedia
[59] technology
[10] ai
[8] iot
[7] architectingthefuture
[6] bigdata
[6] ciso
[5] internet
[5] cto
[4] tech

Top Hashtags in Tweet in G5:
[3] socialmedia
[3] cbd
[1] facebook
[1] graph
[1] search
[1] google
[1] social
[1] prevail
[1] gdp
[1] gdpgrowth

Top Hashtags in Tweet in G6:
[3] graphforthought
[1] violenciacontralamujer
[1] 16days
[1] violenceagainstwomen
[1] 16diasdeactivismo

Top Hashtags in Tweet in G7:
[15] neo4j
[10] graphdatabase
[8] cypher
[7] graphmodeling
[5] neo4jaura
[5] connecteddata
[5] opioidepidemic
[5] graphalgorithms
[4] nodes2019
[2] ccpa

Top Hashtags in Tweet in G8:
[16] machinelearning
[16] kdn
[9] cybersecurity
[9] hacker

Top Words
Top Words in Tweet in Entire Graph:
[495] Words in Sentiment List#1: Positive
[3083] Words in Sentiment List#2: Negative
[20] Words in Sentiment List#3: Angry/Violent
[49397] Non-categorized Words
[52975] Total Words
[1368] down
[1367] going
[1363] combination
[1362] #factcheck
[1362] homelessness

Top Words in Tweet in G1:
[1357] #factcheck
[1357] homelessness
[1357] going
[1357] down
[1357] toxic
[1357] combination
[1357] spiralling
[1357] rents
[1357] freeze
[1357] #housingbenefit

Top Words in Tweet in G2:
[486] youtube
[243] artist
[243] viewcount
[243] social
[243] graph
[243] instagram
[243] twitter
[243] fan
[243] cafe
[243] facebook

Top Words in Tweet in G3:
[192] kpopradar_blip
[169] ateezofficial
[169] ateez_spain
[169] ateez_global
[169] ateezcostarica
[169] ateezud
[169] ateez_charts
[169] dreamcatcher_ph
[169] dreamcatcherus_
[169] myk

Top Words in Tweet in G4:
[64] wef
[63] graph
[62] tells
[62] using
[62] #socialmedia
[59] #technology
[57] nodexl
[29] network
[24] mikequindazzi
[17] social

Top Words in Tweet in G5:
[84] graph
[75] social
[16] media
[10] people
[7] facebook
[6] different
[6] twitter
[5] using
[5] 10
[5] data

Top Words in Tweet in G6:
[24] lflopezcalva
[24] violence
[23] living
[23] free
[23] human
[23] right
[23] fundamental
[23] functioning
[23] allows
[23] women

Top Words in Tweet in G7:
[36] neo4j
[27] graph
[15] #neo4j
[10] #graphdatabase
[8] archives
[8] #cypher
[7] itself
[7] dive
[7] widely
[7] deployed

Top Words in Tweet in G8:
[36] social
[28] graph
[26] networks
[16] #machinelearning
[16] identify
[16] hate
[16] speech
[16] online
[16] #kdn
[15] kdnuggets

Top Words in Tweet in G9:
[20] graph
[20] economic
[20] impact
[20] chile's
[20] protests
[20] wild
[20] business
[19] jpspinetto

Top Words in Tweet in G10:
[16] social
[16] graph
[16] counterculture
[15] longnow
[15] interactive
[15] shows
[15] cybernetics
[15] connects
[15] computing
[15] design

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1362] #factcheck,homelessness
[1362] homelessness,going
[1362] going,down
[1362] toxic,combination
[1362] combination,spiralling
[1362] spiralling,rents
[1362] rents,freeze
[1362] freeze,#housingbenefit
[1360] down,toxic
[1360] #housingbenefit,nowhere

Top Word Pairs in Tweet in G1:
[1357] #factcheck,homelessness
[1357] homelessness,going
[1357] going,down
[1357] down,toxic
[1357] toxic,combination
[1357] combination,spiralling
[1357] spiralling,rents
[1357] rents,freeze
[1357] freeze,#housingbenefit
[1357] #housingbenefit,nowhere

Top Word Pairs in Tweet in G2:
[243] artist,youtube
[243] youtube,viewcount
[243] viewcount,social
[243] social,graph
[243] graph,youtube
[243] youtube,instagram
[243] instagram,twitter
[243] twitter,fan
[243] fan,cafe
[243] cafe,facebook

Top Word Pairs in Tweet in G3:
[169] kpopradar_blip,ateezofficial
[169] ateezofficial,ateez_spain
[169] ateez_spain,ateez_global
[169] ateez_global,ateezcostarica
[169] ateezcostarica,ateezud
[169] ateezud,ateez_charts
[169] ateez_charts,dreamcatcher_ph
[169] dreamcatcher_ph,dreamcatcherus_
[169] dreamcatcherus_,myk
[23] kpopradar_blip,#dreamcatcher's

Top Word Pairs in Tweet in G4:
[62] graph,tells
[62] tells,using
[62] using,#socialmedia
[58] #socialmedia,#technology
[55] wef,graph
[13] located,social
[13] social,network
[13] network,use
[13] use,nodexl
[13] nodexl,understand

Top Word Pairs in Tweet in G5:
[23] social,graph
[16] social,media
[4] open,graph
[4] social,network
[4] graph,social
[3] social,networks
[3] graph,theory
[3] facebook,social
[3] measuring,social
[3] social,bias

Top Word Pairs in Tweet in G6:
[23] living,free
[23] free,violence
[23] violence,human
[23] human,right
[23] right,fundamental
[23] fundamental,functioning
[23] functioning,allows
[23] allows,women
[23] women,pursue
[23] pursue,lives

Top Word Pairs in Tweet in G7:
[7] #neo4j,#graphdatabase
[7] dive,#cypher
[7] #cypher,widely
[7] widely,deployed
[7] deployed,graph
[7] graph,query
[7] query,language
[7] language,kickstart
[7] kickstart,journey
[7] journey,#graphmodeling

Top Word Pairs in Tweet in G8:
[26] social,networks
[16] graph,#machinelearning
[16] #machinelearning,identify
[16] identify,hate
[16] hate,speech
[16] speech,online
[16] online,social
[16] networks,#kdn
[15] kdnuggets,graph
[12] exponential,random

Top Word Pairs in Tweet in G9:
[20] graph,economic
[20] economic,impact
[20] impact,chile's
[20] chile's,protests
[20] protests,wild
[20] wild,business
[19] jpspinetto,graph

Top Word Pairs in Tweet in G10:
[16] social,graph
[15] interactive,social
[15] graph,shows
[15] shows,cybernetics
[15] cybernetics,connects
[15] connects,computing
[15] computing,counterculture
[15] counterculture,design
[15] design,featuring
[15] featuring,long

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@shelter
@kpopradar_blip
@ateez_spain
@ateez_global
@ateezcostarica
@ateezud
@ateez_charts
@dreamcatcher_ph
@dreamcatcherus_
@ateezofficial

Top Mentioned in G1:
@shelter

Top Mentioned in G2:
@kpopradar_blip
@ateez_spain
@ateez_global
@ateezcostarica
@ateezud
@ateez_charts
@dreamcatcher_ph
@dreamcatcherus_
@mykrosoulight
@jongslovely

Top Mentioned in G3:
@kpopradar_blip
@ateezofficial
@ateez_spain
@ateez_global
@ateezcostarica
@ateezud
@ateez_charts
@dreamcatcher_ph
@dreamcatcherus_
@myk

Top Mentioned in G4:
@wef
@nodexl
@mikequindazzi
@evankirstel
@topcybernews
@stephanenappo
@thomas_harrer
@ronald_vanloon
@mvollmer1
@haroldsinnott

Top Mentioned in G6:
@lflopezcalva
@almudenaf
@ceciliasuarez

Top Mentioned in G7:
@neo4j
@mquinsland
@graphdatabases
@emileifrem
@amyhodler
@markhneedham
@joedepeau
@jocelyn_neo4j
@nav_mathur
@oreillymedia

Top Mentioned in G8:
@kdnuggets
@cyberdomain

Top Mentioned in G9:
@business
@jpspinetto

Top Mentioned in G10:
@longnow
@ste
@stewartbrand
@kevin2kelly
@mspro

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jal_official_jp
@cyberdomain
@rk70534
@evankirstel
@alevergara78
@chidambara09
@davidlance3
@gracemurphy2
@allchanges

Top Tweeters in G1:
@rk70534
@davidlance3
@gracemurphy2
@allchanges
@sandradunn1955
@staircase2
@aceso84
@otivar55
@helenyg
@curiocat13

Top Tweeters in G2:
@witchminnie
@angelicasgalaxy
@whoseok
@sieben_marchen
@introminjoon
@woozipanya
@stsjwastaken
@risti_ic
@ultminji
@kyaratsomx

Top Tweeters in G3:
@hongjoonew
@ku_bi_ko
@sissouwbkm
@woomysong
@mrs_dongjun
@brnck_xaz
@front_choko_sky
@hufflebuck
@checkedouti
@hobiekins

Top Tweeters in G4:
@evankirstel
@alevergara78
@chidambara09
@santchiweb
@ramikantari
@calcaware
@akwyz
@shicooks
@vivmilano
@machinelearn_d

Top Tweeters in G5:
@analyticaglobal
@muckzuckerburg
@douchebagstrat
@gerryoat_bot
@bradydale
@smfixers
@tatsu_rockin
@lorenschmidt
@bricktowntom
@badc0da

Top Tweeters in G6:
@salhaj
@aceron_cdmx
@arrieta_lili
@ulrikamodeer
@hugonopo
@vmasternes
@pnudsv
@martinezsoliman
@camilomatallana
@vladidominguez

Top Tweeters in G7:
@leonardonam
@jadp
@neo4j
@oreillymedia
@markhneedham
@czds
@kalixortega
@emileifrem
@schlgr_
@mattcasters

Top Tweeters in G8:
@sectest9
@cyberdomain
@cybersec_feeds
@thecuriousluke
@jayeshmthakur
@ritmonegro
@yourxss
@kdnuggets
@cybersecurityn8
@_richardson_

Top Tweeters in G9:
@business
@forastieri
@amartinez28r
@juanoabarca
@ivanwese
@juanjogc
@dsolano52
@rosmathieson
@jpspinetto
@ramiro_moya

Top Tweeters in G10:
@farfel54
@mspro
@annagregarious
@worldunivandsch
@kubernite
@jarango
@co_eq
@toddgailun
@__jm
@drbieber


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