social graph, Twitter, 4/6/2022 1:58:06 PM, 274369


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social graph_2022-04-05_21-04-00.xlsx
social graph_2022-04-05_21-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 06, 2022
Short Description:
social graph via NodeXL https://bit.ly/3DMI30l
@this0499154500
@elonmusk
@lensprotocol
@khulood_almani
@cyberconnecthq
@pinakilaskar
@alex_valaitis
@feralmansa01
@znmead
@desoprotocol

Top hashtags:
#graphforthought
#ai
#machinelearning
#web3
#influencer
#socialmedia

Description:
Description
The graph represents a network of 1,438 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, 06 April 2022 at 04:05 UTC.

The requested start date was Wednesday, 06 April 2022 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, 17-hour, 6-minute period from Wednesday, 23 March 2022 at 00:16 UTC to Tuesday, 05 April 2022 at 17:23 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 : 1438
Unique Edges : 1141
Edges With Duplicates : 1260
Total Edges : 2401
Number of Edge Types : 5
Tweet : 256
Mentions : 530
Replies to : 237
Retweet : 529
MentionsInRetweet : 849
Self-Loops : 271
Reciprocated Vertex Pair Ratio : 0.0133689839572193
Reciprocated Edge Ratio : 0.0263852242744063
Connected Components : 334
Single-Vertex Connected Components : 111
Maximum Vertices in a Connected Component : 319
Maximum Edges in a Connected Component : 685
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.389992
Graph Density : 0.000733640920516104
Modularity : 0.643097
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,438 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, 06 April 2022 at 04:05 UTC.

The requested start date was Wednesday, 06 April 2022 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, 17-hour, 6-minute period from Wednesday, 23 March 2022 at 00:16 UTC to Tuesday, 05 April 2022 at 17:23 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:
[34] https://lens.dev/
[22] https://akasha.org/blog/2022/03/22/we-need-to-talk-about-the-social-graph/
[20] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273564
[18] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/hirschman-in-the-tropics--social-tensions--covid-19-and-social-u.html
[8] https://twinybots.ch/
[6] https://www.holaplex.com/profiles/daoXo7FeRBb4gonerEKhGB5X8rkC9ag16s7cspLYR9g/nfts
[5] https://towardsdatascience.com/solving-a-stardew-valley-routing-problem-with-graph-theory-python-fd4471077b3a?source=social.tw
[5] https://towardsdatascience.com/graph-neural-networks-a-learning-journey-since-2008-from-python-to-jax-graph-attention-networks-692e4d6d7637?source=social.tw
[3] https://networks.skewed.de/net/flickr_aminer
[3] https://www.youtube.com/watch?v=dKSNz3GGr9U&feature=youtu.be


Top URLs in Tweet in G1:
[8] https://twinybots.ch/
[8] https://akasha.org/blog/2022/03/22/we-need-to-talk-about-the-social-graph/
[3] Graph
[3] https://networks.skewed.de/net/flickr_aminer
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.startupstash.com%2Fthis-graph-has-predicted-every-recession-since-1976-what-its-showing-now-56b1c7ffd004%3Fsource%3Dsocial.tw
[2] Open
[2] https://www.brandbucket.com/names/education.ly?source=ext
[2] http://Government.ly
[2] http://Immigration.io
[1] https://twitter.com/verge/status/1506654591894577158

Top URLs in Tweet in G2:
[2] https://metalife.social
[1] https://supernovas.app/
[1] https://twitter.com/danieljkeyes/status/1509586302303444993
[1] https://twitter.com/elonmusk/status/1507777261654605828
[1] https://twitter.com/web3_Berliner/status/1507311214497517569

Top URLs in Tweet in G3:
[34] https://lens.dev/
[1] https://review.mirror.xyz/IRnxxEaQVblaA5OjGpJ3T9XlvqbydzCiDfCYg54jLOo
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274010
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273564
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273520
[1] https://showcase.ethglobal.com/lfgrow/dreddit-z171e

Top URLs in Tweet in G4:
[19] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273564
[1] https://graphforall.devpost.com/?utm_source=devpost&utm_medium=email&utm_campaign=graphforall&utm_content=influencer

Top URLs in Tweet in G6:
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.roci.fi%2Frocifi-partners-with-cyberconnect-ef0debef15af
[1] https://twitter.com/CyberConnectHQ/status/1508566486020931586
[1] https://twitter.com/creaton_io/status/1508520816140591109
[1] https://docs.cyberconnect.me/docs/get_started
[1] https://www.youtube.com/watch?v=HOGmzuXWXf0&feature=youtu.be


Top URLs in Tweet in G8:
[18] https://www.latinamerica.undp.org/content/rblac/es/home/presscenter/director-s-graph-for-thought/hirschman-in-the-tropics--social-tensions--covid-19-and-social-u.html
[2] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/hirschman-in-the-tropics--social-tensions--covid-19-and-social-u.html
[1] https://bit.ly/3vR3lYJ

Top URLs in Tweet in G9:
[1] https://en.wikipedia.org/wiki/The_Paradox_of_Choice

Top Domains
Top Domains in Tweet in Entire Graph:
[43] twitter.com
[34] lens.dev
[22] akasha.org
[22] nodexlgraphgallery.org
[21] undp.org
[12] medium.com
[10] towardsdatascience.com
[8] twinybots.ch
[6] social-camp.com
[6] holaplex.com

Top Domains in Tweet in G1:
[19] twitter.com
[8] twinybots.ch
[8] akasha.org
[5] skewed.de
[4] medium.com
[3] brandbucket.com
[2] okt.to
[2] government.ly
[2] immigration.io
[1] 99parkrow.com

Top Domains in Tweet in G2:
[3] twitter.com
[2] metalife.social
[1] supernovas.app

Top Domains in Tweet in G3:
[34] lens.dev
[3] nodexlgraphgallery.org
[1] mirror.xyz
[1] ethglobal.com

Top Domains in Tweet in G4:
[19] nodexlgraphgallery.org
[1] devpost.com

Top Domains in Tweet in G6:
[2] twitter.com
[1] medium.com
[1] cyberconnect.me
[1] youtube.com

Top Domains in Tweet in G8:
[20] undp.org
[1] bit.ly

Top Domains in Tweet in G9:
[1] wikipedia.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[45] graphforthought
[41] ai
[40] machinelearning
[20] web3
[20] influencer
[18] socialmedia
[15] nfts
[14] superm
[13] bullish
[13] tokens



Top Hashtags in Tweet in G1:
[9] socialmedia
[2] nlp
[2] knowledgegraph
[2] informationextraction
[2] neo4j
[1] edchat
[1] iteachms
[1] sschat
[1] socialstudies
[1] webdev

Top Hashtags in Tweet in G2:
[12] bullish
[12] tokens
[12] nfts
[1] opendata
[1] web3
[1] nftcommunity
[1] share2earn
[1] socialmedia

Top Hashtags in Tweet in G3:
[2] ai
[1] internet
[1] broadband
[1] britwres
[1] britishwrestling
[1] socialmedia
[1] research
[1] social
[1] influencer
[1] nftscan

Top Hashtags in Tweet in G4:
[39] ai
[39] machinelearning
[19] influencer
[2] datascience
[2] bigdata
[1] analytics
[1] iot
[1] iiot
[1] rstats
[1] javascript

Top Hashtags in Tweet in G6:
[1] web3

Top Hashtags in Tweet in G8:
[45] graphforthought
[12] américalatina
[11] elcaribe
[4] protestas
[3] gobernanzaefectiva
[2] lac
[2] latinamerica
[2] thecaribbean
[2] pnud
[1] resiliencia

Top Hashtags in Tweet in G9:
[1] bullish
[1] tokens
[1] nfts

Top Words
Top Words in Tweet in Entire Graph:
[958] social
[842] graph
[171] media
[99] data
[81] people
[79] one
[79] 2008
[74] twitter
[74] web3
[73] networks

Top Words in Tweet in G1:
[171] social
[170] graph
[32] media
[31] needs
[29] power
[20] network
[20] tm
[17] need
[16] use
[16] user

Top Words in Tweet in G2:
[71] social
[56] graph
[31] 4712
[30] wearestori
[24] portable
[20] desoprotocol
[18] elonmusk
[17] app
[16] web3
[14] desocialworld

Top Words in Tweet in G3:
[46] lensprotocol
[37] team
[37] platform
[34] aaveaave
[33] definitely
[33] needed
[33] behind
[33] created
[32] decentralize
[24] social

Top Words in Tweet in G4:
[57] social
[47] graph
[39] #ai
[39] #machinelearning
[37] relation
[37] aware
[37] convolutional
[37] networks
[37] agent
[37] initiated

Top Words in Tweet in G5:
[62] c_kazmierczak
[62] jak
[62] pytanie
[62] po
[62] co
[62] rosyjskiemu
[62] wywiadowi
[62] był
[62] zakup
[62] naszej

Top Words in Tweet in G6:
[48] social
[39] graph
[27] cyberconnecthq
[19] web3
[18] decentralized
[16] cyberconnect
[15] ceramicnetwork
[14] data
[13] built
[11] creaton

Top Words in Tweet in G7:
[41] nag
[41] social
[41] distancing
[41] daw
[41] ung
[41] graph
[41] ng
[41] bigbang
[41] haup
[41] hahahahshshs

Top Words in Tweet in G8:
[45] #graphforthought
[42] lflopezcalva
[37] protestas
[37] nuevo
[30] acledinfo
[30] cómo
[30] evolucionado
[24] pnudlac
[24] datos
[24] examina

Top Words in Tweet in G9:
[22] social
[22] graph
[11] chain
[10] iiterature
[8] alex_valaitis
[8] web3
[7] etc
[7] biggest
[6] content
[6] anyone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[421] social,graph
[152] social,media
[62] c_kazmierczak,jak
[62] jak,pytanie
[62] pytanie,po
[62] po,co
[62] co,rosyjskiemu
[62] rosyjskiemu,wywiadowi
[62] wywiadowi,był
[62] był,zakup

Top Word Pairs in Tweet in G1:
[94] social,graph
[29] graph,needs
[24] social,media
[20] tm,power
[8] need,talk
[8] talk,social
[8] graph,#socialmedia
[7] social,network
[6] power,algorithms
[6] algorithms,social

Top Word Pairs in Tweet in G2:
[52] social,graph
[12] #bullish,web3
[12] web3,social
[12] social,portable
[12] portable,social
[12] graph,#tokens
[12] #tokens,native
[12] native,#nfts
[11] wearestori,#bullish
[10] graph,portable

Top Word Pairs in Tweet in G3:
[33] platform,definitely
[33] definitely,needed
[33] needed,team
[33] team,behind
[33] behind,aaveaave
[33] aaveaave,created
[32] lensprotocol,platform
[32] created,decentralize
[15] social,graph
[5] decentralized,social

Top Word Pairs in Tweet in G4:
[37] relation,aware
[37] aware,graph
[37] graph,convolutional
[37] convolutional,networks
[37] networks,agent
[37] agent,initiated
[37] initiated,social
[37] social,commerce
[37] commerce,recommendation
[37] recommendation,#ai

Top Word Pairs in Tweet in G5:
[62] c_kazmierczak,jak
[62] jak,pytanie
[62] pytanie,po
[62] po,co
[62] co,rosyjskiemu
[62] rosyjskiemu,wywiadowi
[62] wywiadowi,był
[62] był,zakup
[62] zakup,naszej
[62] naszej,klasy

Top Word Pairs in Tweet in G6:
[39] social,graph
[16] decentralized,social
[11] cyberconnect,decentralized
[10] we've,integrated
[10] integrated,cyberconnecthq
[10] cyberconnecthq,creaton
[10] creaton,cyberconnect
[10] graph,built
[10] built,top
[10] top,ceramicnetwork

Top Word Pairs in Tweet in G7:
[41] nag,social
[41] social,distancing
[41] distancing,daw
[41] daw,ung
[41] ung,graph
[41] graph,ng
[41] ng,bigbang
[41] bigbang,haup
[41] haup,hahahahshshs
[40] parksxndxrx,nag

Top Word Pairs in Tweet in G8:
[37] nuevo,#graphforthought
[35] #graphforthought,lflopezcalva
[24] examina,cómo
[24] cómo,protestas
[24] protestas,evolucionado
[23] datos,acledinfo
[17] usando,datos
[17] lflopezcalva,examina
[16] acledinfo,nuevo
[12] pnudlac,usando

Top Word Pairs in Tweet in G9:
[19] social,graph
[9] chain,social
[7] biggest,chain
[7] graph,web3
[6] anyone,suggesting
[6] suggesting,parler
[6] parler,gab
[6] gab,etc
[6] etc,answer
[6] answer,twitter

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@michaelsayman
@buzzilinear
@iiterature
@paulg
@gordonrlove
@midwardsham
@defiantnews
@pmarca
@gaby_goldberg

Top Replied-To in G2:
@elonmusk
@paulg
@desoprotocol
@mattmedved
@duncantrussell
@pmarca
@lowdogtech
@danieljkeyes
@hnshah
@0xgaut

Top Replied-To in G3:
@elonmusk
@darentsmith
@lensprotocol
@carnage4life
@aubreystrobel

Top Replied-To in G5:
@c_kazmierczak

Top Replied-To in G6:
@stepnofficial
@nowdaoit
@cyberconnecthq

Top Replied-To in G9:
@iiterature
@mr_notarobot
@life_smol
@fredericmeyer
@antiphase
@harper
@timpastoor

Top Replied-To in G10:
@ugymbo

Top Mentioned
Top Mentioned in Entire Graph:
@przeszpieg
@c_kazmierczak
@lensprotocol
@lflopezcalva
@parksxndxrx
@pinakilaskar
@aaveaave
@wearestori
@acledinfo
@cyberconnecthq

Top Mentioned in G1:
@braydoncoyer

Top Mentioned in G2:
@wearestori
@desoprotocol
@desocialworld
@elonmusk
@withsupernovas
@joinentre
@web3_berliner
@tesla
@typesfast
@meta

Top Mentioned in G3:
@lensprotocol
@aaveaave
@stanikulechov
@protocol_review
@0xpolygon
@growthcurrency
@papyrus_xyz
@viamirror
@ganja__ninja
@evanselinger

Top Mentioned in G4:
@pinakilaskar
@khulood_almani
@devpost
@tigergraphdb
@kirkdborne
@tensorflow
@gp_pulipaka
@xaelbot
@fluttbot

Top Mentioned in G5:
@przeszpieg
@c_kazmierczak

Top Mentioned in G6:
@cyberconnecthq
@ceramicnetwork
@creaton_io
@rocifi
@collab_land_
@gleamapp
@bowenddex
@p
@poapxyz
@projectgalaxyhq

Top Mentioned in G7:
@parksxndxrx

Top Mentioned in G8:
@lflopezcalva
@acledinfo
@pnudlac
@pnudparaguay
@undpbarbados
@pnud_mexico
@pnudbrasil
@margaretjonesw1
@jairovalverdeun

Top Mentioned in G9:
@alex_valaitis
@iiterature
@jack
@desoprotocol
@alexisohanian
@mathewi
@antiphase
@teamdeso
@gnat
@johnolilly

Top Mentioned in G10:
@sweet_science76
@hauxton
@nickowenn1
@jcmacc1
@factode305
@jpg1962
@markready13
@chrisandrews88
@notright510710
@breezergalway

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@fabriciosx
@geetv79
@estarianne
@fluttbot
@oignacy
@opensource_orgs
@manakoniec
@glynmoody

Top Tweeters in G1:
@stanleyepstein
@dezidoesit
@techpearce2
@lexblog
@sleepyknave
@midwestfoo
@liminal_warmth
@zanfr
@musyoki_robin
@bitcoin216

Top Tweeters in G2:
@hnshah
@tiktok_us
@michelecr01
@amazon
@boredknees
@shopify
@paulg
@duncantrussell
@dr_clef6
@ppathole

Top Tweeters in G3:
@xavieriturralde
@tracinski
@junkosu22993224
@pewtrusts
@billym2k
@carnage4life
@tedvangreen
@paul__brainy
@rthur_013
@aubreystrobel

Top Tweeters in G4:
@chidambara09
@xaelbot
@fabriciosx
@fluttbot
@ricardo_ik_ahau
@thecuriousluke
@the404code
@fullnam35087976
@rosiaxbot
@junjudapi

Top Tweeters in G5:
@oignacy
@manakoniec
@2225kuc
@mariamarta410
@jantarekb
@pawel2673
@henrykonski
@hubal63
@jan11131258
@wandeczka

Top Tweeters in G6:
@rohitmalik
@dereksilva
@profitfinance07
@kylesamani
@gleamapp
@lens
@ipfs
@ilaponomarev1
@patnishubh
@sleeping_poken

Top Tweeters in G7:
@queenbee_xxii
@alexasaki
@parksxndxrx
@freeiktrg7
@yeti__itey
@tabiemzeeywifeu
@ynvee_
@ghelovesdara
@khxx131_
@bucinbgyt

Top Tweeters in G8:
@salhaj
@dgomezco
@mirsantos
@silvio_menezs
@carlosdfghjkl
@acledinfo
@pnud
@pnudlac
@silviamorimoto
@samuelajones_

Top Tweeters in G9:
@mathewi
@harper
@alexisohanian
@timpastoor
@gnat
@johnolilly
@acroll
@jack
@russlive215
@slydisciple

Top Tweeters in G10:
@breezergalway
@maccspider
@hauxton
@swaledalemutton
@jcmacc1
@factode305
@laymansscience
@kevinpe00158553
@covidlarry
@markready13