social graph, Twitter, 10/21/2020 12:38:51 PM, 238396


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social graph_2020-10-20_21-01-00.xlsx
social graph_2020-10-20_21-01-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 21, 2020
Short Description:
social graph via NodeXL https://bit.ly/3jhH6Br
@muffmuffbts
@bts_twt
@neo4j
@tdatascience
@martingeddes
@hubofml
@ronald_vanloon
@boriquagato
@chidambara09
@ryanmccready1

Top hashtags:
#azerbaijan
#nodes2020
#neo4j
#graphdatascience
#machinelearning
#datascience

Description:
Description
The graph represents a network of 2,076 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 Wednesday, 21 October 2020 at 04:02 UTC.

The requested start date was Wednesday, 21 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 15-hour, 16-minute period from Wednesday, 07 October 2020 at 00:30 UTC to Tuesday, 20 October 2020 at 15:46 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 : 2076
Unique Edges : 1429
Edges With Duplicates : 2517
Total Edges : 3946
Number of Edge Types : 5
Tweet : 315
Retweet : 1159
MentionsInRetweet : 1797
Replies to : 254
Mentions : 421
Self-Loops : 329
Reciprocated Vertex Pair Ratio : 0.0119453924914676
Reciprocated Edge Ratio : 0.0236087689713322
Connected Components : 394
Single-Vertex Connected Components : 131
Maximum Vertices in a Connected Component : 408
Maximum Edges in a Connected Component : 1219
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.197548
Graph Density : 0.000550641873853797
Modularity : 0.570452
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 2,076 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 Wednesday, 21 October 2020 at 04:02 UTC.

The requested start date was Wednesday, 21 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 15-hour, 16-minute period from Wednesday, 07 October 2020 at 00:30 UTC to Tuesday, 20 October 2020 at 15:46 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:
[33] https://neo4j.com/blog/insider-guide-graph-data-science-brief-overview/?ref=social-blog
[17] https://neo4j.com/nodes-2020/?ref=social-&utm_source=promos&utm_medium=social
[16] https://towardsdatascience.com/modelling-biomedical-data-for-a-drug-discovery-knowledge-graph-a709be653168?source=social.tw
[10] https://www.twitch.tv/mephisto6000
[9] https://arxiv.org/abs/2008.07939
[9] https://towardsdatascience.com/building-a-network-graph-from-twitter-data-a5e7b8672e3?source=social.tw
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-processing-a-problem-with-no-clear-victor-3683c483f5dc%3Fsource%3Dsocial.tw
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fsimple-scalable-graph-neural-networks-7eb04f366d07%3Fsource%3Dsocial.tw
[7] https://neo4j.com/blog/fixing-microservices-architecture-graphconnect/?ref=social-blog
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235781

Top URLs in Tweet in G2:
[7] https://arxiv.org/abs/2008.07939
[3] https://neo4j.com/whitepapers/knowledge-graph-tech-executive-survey-highlights/?ref=social-team
[2] https://statmodeling.stat.columbia.edu/2020/10/07/alexey-guzey-plays-stat-detective-how-many-observations-are-in-each-bar-of-this-graph/
[1] https://twitter.com/hnikogh/status/1313814331281342464
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Ftransformers-are-graph-neural-networks-bca9f75412aa%3Fsource%3Dsocial.tw
[1] https://l.facebook.com/l.php?u=https://dzone.com/articles/generating-dynamic-open-graph-images-with-azure-fu&h=AT1hS2hoRaKnLeD2R_ujwZuwBLRwr_wDqeKHlAgkYxMYPyuesisEcai_WXif_VHyJIEcjKIhRTxsrga1Lz0xOPsnswnjNxLZcmGI7KAlVPFv8JAdp_7ANS64YycT5Q&s=1
[1] https://twitter.com/ThePlumLineGS/status/1315252525650632709
[1] https://twitter.com/waitbutwhy/status/1314296217967489024
[1] https://twitter.com/StevieOakley/status/1315160664395182080
[1] https://itmunch.com/social-graph-vs-interest-graph-the-social-dilemma/

Top URLs in Tweet in G3:
[32] https://neo4j.com/blog/insider-guide-graph-data-science-brief-overview/?ref=social-blog
[17] https://neo4j.com/nodes-2020/?ref=social-&utm_source=promos&utm_medium=social
[6] https://neo4j.com/blog/fixing-microservices-architecture-graphconnect/?ref=social-blog
[6] https://neo4j.com/blog/5-minute-interview-graph-databases-for-dummies-dr-jim-webber-rik-van-bruggen/?ref=social-blog
[5] https://neo4j.com/blog/graphacademy-course-introduction-graph-algorithms-neo4j-4-0/?ref=social-blog
[5] https://neo4j.com/blog/fixing-microservices-architecture-graphconnect/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=fixing-your-microservices-architecture-using-graph-analysis-http-2707633
[4] https://neo4j.com/blog/5-minute-interview-graph-databases-for-dummies-dr-jim-webber-rik-van-bruggen/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=5-minute-interview-graph-databases-for-dummies-with-dr-jim-web-2723500
[4] https://neo4j.com/blog/graphacademy-course-introduction-graph-algorithms-neo4j-4-0/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=new-graphacademy-course-introduction-to-graph-algorithms-in-neo-2719521
[4] https://neo4j.com/blog/insider-guide-graph-data-science-brief-overview/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=insider-guide-to-graph-data-science-first-a-brief-overview-htt-2719535
[3] https://neo4j.com/whitepapers/internet-of-things-graph-databases/?ref=social-camp

Top URLs in Tweet in G5:
[16] https://towardsdatascience.com/modelling-biomedical-data-for-a-drug-discovery-knowledge-graph-a709be653168?source=social.tw
[9] https://towardsdatascience.com/building-a-network-graph-from-twitter-data-a5e7b8672e3?source=social.tw
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fsimple-scalable-graph-neural-networks-7eb04f366d07%3Fsource%3Dsocial.tw
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-processing-a-problem-with-no-clear-victor-3683c483f5dc%3Fsource%3Dsocial.tw
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235781
[5] https://towardsdatascience.com/simple-deployment-of-a-graph-database-janusgraph-5c8c751d30bf?source=social.tw
[5] https://dzone.com/articles/c-business-logic-is-applied-brain-damage
[4] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[3] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/inclusion-requires-capacity---the-role-of-social-registries-in-e.html
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fsimple-deployment-of-a-graph-database-janusgraph-5c8c751d30bf%3Fsource%3Dsocial.tw

Top URLs in Tweet in G6:
[1] https://phys.org/news/2020-10-ai-methods-analysing-social-networks.html

Top URLs in Tweet in G7:
[1] https://twitter.com/EpiEllie/status/1315470151307997184
[1] https://twitter.com/boriquagato/status/1259552285102727168?s=20

Top URLs in Tweet in G9:
[1] https://twitter.com/dhbuffalo/status/1070778621982334980

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=AILNRbH2v-g&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[128] neo4j.com
[48] twitter.com
[31] towardsdatascience.com
[30] medium.com
[13] arxiv.org
[10] twitch.tv
[7] linkedin.com
[6] nodexlgraphgallery.org
[5] dzone.com
[4] nebula-graph.io

Top Domains in Tweet in G2:
[22] twitter.com
[11] arxiv.org
[7] neo4j.com
[6] linkedin.com
[2] columbia.edu
[1] medium.com
[1] facebook.com
[1] itmunch.com
[1] firebaseapp.com
[1] techinasia.com

Top Domains in Tweet in G3:
[120] neo4j.com
[1] medium.com

Top Domains in Tweet in G5:
[31] towardsdatascience.com
[26] medium.com
[6] nodexlgraphgallery.org
[5] dzone.com
[4] nebula-graph.io
[3] undp.org
[1] arxiv.org
[1] experfy.com

Top Domains in Tweet in G6:
[1] phys.org

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[58] azerbaijan
[49] nodes2020
[46] neo4j
[30] graphdatascience
[30] machinelearning
[29] datascience
[23] graphdatabase
[23] ai
[21] graph
[20] microservices



Top Hashtags in Tweet in G2:
[6] social
[6] data
[5] microsoftgraph
[5] api
[5] microsoft365dev
[4] neo4j
[3] knowledgegraphs
[3] technology
[3] msftadvocate
[2] covid19

Top Hashtags in Tweet in G3:
[49] nodes2020
[40] neo4j
[30] graphdatascience
[27] datascience
[20] microservices
[19] graphdatabase
[17] graphanalytics
[15] graphdatabases
[11] graphalgorithms
[10] connecteddata

Top Hashtags in Tweet in G5:
[10] graph
[9] bigdata
[8] ai
[7] 100daysofcode
[7] software
[7] iot
[7] tech
[5] 100daysofnocode
[5] aspnetcore
[4] protecciónsocial

Top Hashtags in Tweet in G6:
[9] ai
[9] neuralnetworks

Top Hashtags in Tweet in G8:
[57] azerbaijan
[1] karabakhnow

Top Words
Top Words in Tweet in Entire Graph:
[1244] social
[1112] graph
[463] never
[435] 2019
[429] 10
[428] spot
[426] 2020
[420] top
[418] share
[412] oct

Top Words in Tweet in G1:
[408] top
[408] ranking
[407] wanna
[407] share
[407] social
[407] weekly
[407] chart
[407] frm
[407] 21st
[407] dec

Top Words in Tweet in G2:
[147] social
[142] graph
[38] media
[14] context
[13] one
[13] twitter
[13] know
[13] network
[13] using
[11] more

Top Words in Tweet in G3:
[147] graph
[115] neo4j
[49] #nodes2020
[45] 20
[40] #neo4j
[40] october
[35] data
[35] guide
[35] overview
[35] first

Top Words in Tweet in G4:
[91] twitter
[91] facebook
[91] delivering
[91] harsh
[91] lessons
[91] give
[91] away
[91] core
[91] digital
[91] assets

Top Words in Tweet in G5:
[69] graph
[53] tdatascience
[28] data
[23] knowledge
[20] social
[17] modelling
[17] biomedical
[17] drug
[17] discovery
[17] daniel

Top Words in Tweet in G6:
[60] social
[59] graph
[51] graphs
[50] being
[50] used
[50] skew
[50] data
[50] spin
[50] narratives
[50] never

Top Words in Tweet in G7:
[63] boriquagato
[37] r0
[37] world
[36] simply
[36] incorrect
[36] equation
[36] hold
[36] predicated
[36] assumptions
[27] disease

Top Words in Tweet in G8:
[57] internet
[57] #azerbaijan
[57] continues
[57] cut
[57] according
[57] graph
[57] youtube
[57] whatsapp
[57] facebook
[57] maybe

Top Words in Tweet in G9:
[47] graph
[46] people
[46] axis
[45] relied
[45] voting
[45] economic
[45] interests
[45] alone
[45] votes
[45] see

Top Words in Tweet in G10:
[59] social
[58] spread
[58] media
[58] team
[30] graph
[29] trying
[29] well
[29] techie
[29] infosys
[29] professional

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[407] wanna,share
[407] share,top
[407] top,social
[407] social,weekly
[407] weekly,chart
[407] chart,ranking
[407] ranking,frm
[407] frm,21st
[407] 21st,dec
[407] dec,2019

Top Word Pairs in Tweet in G1:
[407] wanna,share
[407] share,top
[407] top,social
[407] social,weekly
[407] weekly,chart
[407] chart,ranking
[407] ranking,frm
[407] frm,21st
[407] 21st,dec
[407] dec,2019

Top Word Pairs in Tweet in G2:
[45] social,graph
[37] social,media
[9] fake,news
[9] using,graph
[8] fang,leveraging
[8] leveraging,social
[8] social,context
[8] context,fake
[8] news,detection
[8] detection,using

Top Word Pairs in Tweet in G3:
[40] #nodes2020,october
[40] october,20
[34] insider,guide
[34] first,brief
[34] brief,overview
[27] using,graph
[25] architecture,using
[24] 2019,talk
[23] graph,analysis
[23] nodes,2019

Top Word Pairs in Tweet in G4:
[91] twitter,facebook
[91] facebook,delivering
[91] delivering,harsh
[91] harsh,lessons
[91] lessons,give
[91] give,away
[91] away,core
[91] core,digital
[91] digital,assets
[91] assets,family

Top Word Pairs in Tweet in G5:
[17] modelling,biomedical
[17] biomedical,data
[17] data,drug
[17] drug,discovery
[17] discovery,knowledge
[17] knowledge,graph
[17] graph,daniel
[17] daniel,crowe
[15] tdatascience,modelling
[9] building,network

Top Word Pairs in Tweet in G6:
[50] graphs,being
[50] being,used
[50] used,skew
[50] skew,data
[50] data,spin
[50] spin,narratives
[50] narratives,never
[50] never,before
[50] before,especially
[50] especially,social

Top Word Pairs in Tweet in G7:
[36] simply,incorrect
[36] incorrect,r0
[36] r0,equation
[36] equation,hold
[36] hold,world
[36] world,predicated
[36] predicated,assumptions
[35] boriquagato,simply
[20] social,graph
[13] 15,25

Top Word Pairs in Tweet in G8:
[57] internet,#azerbaijan
[57] #azerbaijan,continues
[57] continues,cut
[57] cut,according
[57] according,graph
[57] graph,youtube
[57] youtube,whatsapp
[57] whatsapp,facebook
[57] facebook,maybe
[57] maybe,more

Top Word Pairs in Tweet in G9:
[45] relied,people
[45] people,voting
[45] voting,economic
[45] economic,interests
[45] interests,alone
[45] alone,votes
[45] votes,see
[45] see,graph
[45] graph,axis
[44] asharangappa_,relied

Top Word Pairs in Tweet in G10:
[58] social,media
[29] trying,spread
[29] media,well
[29] well,team
[29] team,techie
[29] techie,graph
[29] graph,infosys
[29] infosys,professional
[29] professional,digital
[29] digital,marketing

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@bts_twt
@muffmuffbts
@neo4j
@martingeddes
@boriquagato
@hnikogh
@tdatascience
@ryanmccready1
@asharangappa_
@andrewmorganrct

Top Mentioned in G1:
@bts_twt
@muffmuffbts

Top Mentioned in G2:
@steven_mckie
@postcardmania
@robinmonotti
@theliaecommerce

Top Mentioned in G3:
@neo4j
@graph_aware
@nmervaillie
@amyhodler
@aliciaframe1
@rvanbruggen
@bobehayes
@jimwebber
@santand84
@mdavidallen

Top Mentioned in G4:
@martingeddes

Top Mentioned in G5:
@tdatascience
@mmbronstein
@neo4j
@ee_kosasih
@ritmonegro
@salhaj
@fox_claire
@davidsirota
@jacobinmag
@jasmin_virdi

Top Mentioned in G6:
@ryanmccready1
@theoraclem
@nigewillson
@nicochan33
@robmccargow
@ianljones98
@j2bryson

Top Mentioned in G7:
@boriquagato
@dafeid
@simulationcomm3
@pepijndevos

Top Mentioned in G8:
@hnikogh

Top Mentioned in G9:
@asharangappa_
@shannonrwatts
@dimartinobooth

Top Mentioned in G10:
@youtube
@likebentley
@youtubemusic
@dj_slimboogz

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@rosenchild
@vedehimajumdar
@lizditz
@codernotesbot
@dailystar
@xaelbot
@codedailybot
@angelskookik

Top Tweeters in G1:
@angelskookik
@vvanteev
@fvevita
@jicutiejiminnie
@zuemt1
@pernile2017
@vanilla_shru
@yeontan_bang
@kr55064279indah
@bangtanourstars

Top Tweeters in G2:
@douchebagstrat
@arielmun
@ireneista
@petercorless
@ritaresarian
@vgr
@gastronomy
@arxiv_cscl
@mwiik
@tzhonggbot

Top Tweeters in G3:
@ricardo_ik_ahau
@fmfrancoise
@fabriciosx
@datasciencebot_
@nvsdata
@botnowa
@sarhan_
@bryantavey
@bobehayes
@deepindex

Top Tweeters in G4:
@unbornness
@starsparkle_uk
@conserv2mysoul
@dancingladybug6
@sioxielegend
@ericjorem
@zarnie50
@angelicanang
@2christined
@alantomazin

Top Tweeters in G5:
@chidambara09
@rosenchild
@codernotesbot
@xaelbot
@codedailybot
@llnuxbot
@codegnuts
@nlognbot
@hubofml
@friday_js_bot

Top Tweeters in G6:
@nicochan33
@ailsaforshaw
@newsneus
@mystery_tomes
@teepusahab
@cannesvibe
@cybe_rpunkfixer
@nigewillson
@sam11_pearl
@j2bryson

Top Tweeters in G7:
@francvs
@awakenowready
@jslate__
@villaratorules
@charlotte3003g
@exalteduterus
@waynegriswold
@marcomnyc
@_be_el_tee_
@jeffspartyjeff

Top Tweeters in G8:
@sevsarkissian
@ymahdessian
@ditord
@reporterarm
@jessiecoaster
@politicocharlie
@_witchywoo
@arakiriakyoto
@y_nn_ck
@lernaks

Top Tweeters in G9:
@vedehimajumdar
@rockyintx
@squirrel1110
@on_bender
@audreygarden
@northwind1ndn
@melodypuppydog
@eloiseat6
@zachvat
@unclemuley

Top Tweeters in G10:
@likebentley
@michelleansah
@dj_slimboogz
@youtube
@mhsl_bake
@fashinsidersco
@tehilalugasi
@yeizzyrd
@youtubemusic
@sabrinamore20


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