social graph, Twitter, 2/8/2023 5:01:23 AM, 288860


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social graph_2023-02-07_20-48-00.xlsx
social graph_2023-02-07_20-48-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 08, 2023
Short Description:
social graph via NodeXL https://bit.ly/3RJUL6U
@messaricrypto
@lensprotocol
@cyberconnecthq
@coinmarketcap
@zeldalaw007
@relationlabs
@protocol_review
@leonidasnft
@saikyouiku0716
@aaveaave

Top hashtags:
#wordpress
#social
#opengraph
#seo
#plugin
#preview
#web3

Description:
Description
The graph represents a network of 5,527 Twitter users whose recent tweets contained "social graph", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 04:51 UTC.

The tweets in the network were tweeted over the 2879-day, 8-hour, 33-minute period from Sunday, 22 March 2015 at 16:19 UTC to Wednesday, 08 February 2023 at 00:52 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5527
Unique Edges : 2680
Edges With Duplicates : 9671
Total Edges : 12351
Number of Edge Types : 9
Retweet : 3547
MentionsInRetweet : 4556
Replies to : 1155
MentionsInReplyTo : 1789
Tweet : 772
Mentions : 360
Quote : 96
MentionsInQuote : 33
MentionsInQuoteReply : 43
Self-Loops : 1346
Reciprocated Vertex Pair Ratio : 0.0331402831402831
Reciprocated Edge Ratio : 0.0641544690127686
Connected Components : 818
Single-Vertex Connected Components : 286
Maximum Vertices in a Connected Component : 2301
Maximum Edges in a Connected Component : 5811
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.942913
Graph Density : 0.000210266437239856
Modularity : 0.512258
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,527 Twitter users whose recent tweets contained "social graph", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 04:51 UTC.

The tweets in the network were tweeted over the 2879-day, 8-hour, 33-minute period from Sunday, 22 March 2015 at 16:19 UTC to Wednesday, 08 February 2023 at 00:52 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[169] https://wordpress.org/plugins/presenta-open-graph/
[22] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-neural-networks-as-gradient-flows-4dae41fb2e8a%3Fsource%3Dsocial.tw
[20] https://keet.io/
[18] https://medium.com/@first.vip/first-vip-project-analysis-social-graph-lens-protocol-b523d56f1d7f
[14] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[14] https://mirror.xyz/0xc9f6977cF31F9deCdD2c24DF92aa621e4259469B/nyT-qRLF8kaVD9M-O4FG9HILxLLG1VLcxoxYMEVX0Xo
[14] https://www.presenta.cc/blog/wordpress-open-graph-1.1-what-s-new
[12] https://tortle.ninja/
[7] https://www.undp.org/es/latin-america/blog/graph-thought/who-cares-women
[7] https://diamondapp.com

Top URLs in Tweet in G1:
[1] https://twitter.com/MessariCrypto/status/1621252184984920064/photo/1
[1] https://twitter.com/MessariCrypto/status/1621252170619445249/photo/1
[1] https://twitter.com/MessariCrypto/status/1621252206459772928/photo/1
[1] https://twitter.com/MessariCrypto/status/1611845160455008256/photo/1
[1] https://twitter.com/MessariCrypto/status/1621252196192124929/photo/1
[1] https://twitter.com/MessariCrypto/status/1611044890334621697/photo/1
[1] https://twitter.com/MessariCrypto/status/1621524078388736000/photo/1
[1] https://twitter.com/MessariCrypto/status/1621524088018837507/photo/1
[1] https://messari.io/report/decentralized-social-protocol-map?utm_source=twitter_messaricrypto&utm_medium=organic_social&utm_campaign=desoc_protocol_map
[1] https://twitter.com/Spling_Labs/status/1623034114315063305/photo/1

Top URLs in Tweet in G2:
[15] https://medium.com/@first.vip/first-vip-project-analysis-social-graph-lens-protocol-b523d56f1d7f
[14] https://mirror.xyz/0xc9f6977cF31F9deCdD2c24DF92aa621e4259469B/nyT-qRLF8kaVD9M-O4FG9HILxLLG1VLcxoxYMEVX0Xo
[3] https://zk.money/balance
[3] https://zk.money/earn
[3] https://twitter.com/CatarinoThi/status/1616651185426923525/photo/1
[2] https://lenster.xyz/u/tenderize
[2] https://twitter.com/easya_app/status/1583809043759783936/photo/1
[2] https://twitter.com/0xsurferboy/status/1621116437967548418/photo/1
[2] https://twitter.com/btc0x_eth/status/1614933609160527872/photo/1
[1] https://blog.developerdao.com/how-lens-protocol-changes-non-social-networks

Top URLs in Tweet in G3:
[10] https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database
[6] https://techable.jp/archives/192400
[5] https://www.socialblabla.com/que-es-el-social-graph-y-por-que-es-importante-2.html
[4] https://twitter.com/Nwesnh/status/1615767240489549824/photo/1
[4] https://blog.aginto.com/tiktoks-interest-graph-and-how-its-changed-social-media-marketing-forever/
[4] https://twitter.com/iLaYna00sLyVANi/status/1619759251660111872/photo/1
[4] https://twitter.com/Rishabh_Singla/status/1622197717282992129/photo/1
[4] https://twitter.com/juhani/status/1621060167419953154/photo/1
[4] https://twitter.com/Woshigigan/status/1619541984083062784/photo/1
[3] https://twitter.com/TheZebraCo/status/1618715475172630545/photo/1

Top URLs in Tweet in G4:
[4] https://twitter.com/PJM_vocal/status/1616472738033733633/photo/1

Top URLs in Tweet in G5:
[5] https://rolodex.shovel.company/
[4] https://twitter.com/TwitterDev/status/1621026986784337922
[2] https://movetodon.org/
[2] https://twitter.com/orta/status/1621055897480077312
[1] https://www.movetodon.org
[1] https://openfollow.me/
[1] https://twitter.com/ecairn/status/1621191791017078784/photo/1
[1] https://engatica.com/blog/updated-50-most-powerful-ai-influencers-in-2022?contentId=621876196f56fd5ee1a60e55?utm_source=linkedin&utm_medium=50-outstanding-ai-in-business&utm_campaign=social-blast
[1] https://twitter.com/Eli_Krumova/status/1605894285206949888/photo/1

Top URLs in Tweet in G6:
[5] https://searchcaster.xyz
[1] https://link3.to/e/IEbwEg
[1] https://twitter.com/CyberConnectHQ/status/1615254168863744001/video/1
[1] https://mirror.xyz/0x148D59faF10b52063071eDdf4Aaf63A395f2d41c/Rqr8tiXed6helt5LfSotEdLFxB6Kv_fA1Poz3K_6g0c
[1] https://link3.to/e/PlrdAw
[1] https://mirror.xyz/cyberlab.eth/J9dopHDCRw2UNXkIKmen1Rj0BwDP2bgwygVSCLt-4Nc
[1] https://link3.to/e/YW80m3
[1] https://twitter.com/CyberConnectHQ/status/1615249554169008128/video/1
[1] https://twitter.com/CyberConnectHQ/status/1614402090193006594/video/1
[1] https://github.com/pradel/ceramic-multi-users#ceramic-multi-users

Top URLs in Tweet in G7:
[3] https://blog.relationlabs.ai/relation-ambassador-program-join-the-disruptive-revolution-of-web3-0-social-graph-99793f4a1f88
[1] https://twitter.com/huobi_incubator/status/1516007295247085573/photo/1
[1] https://twitter.com/DeonErda/status/1615561745044766722
[1] https://twitter.com/relationlabs/status/1622873069563027456/photo/1
[1] https://twitter.com/relationlabs/status/1621408046646960128/photo/1
[1] https://t.me/MegaVentures
[1] https://twitter.com/relationlabs/status/1537314876867063809/video/1
[1] https://twitter.com/Kolya30002290/status/1612486966322274304
[1] https://reurl.cc/MXQEbk
[1] https://www.youtube.com/watch?v=T77crJj0kgg&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://twitter.com/Jay_OKX/status/1499001132839944195/photo/1

Top URLs in Tweet in G10:
[1] https://review.mirror.xyz/IRnxxEaQVblaA5OjGpJ3T9XlvqbydzCiDfCYg54jLOo

Top Domains
Top Domains in Tweet in Entire Graph:
[838] twitter.com
[169] wordpress.org
[64] medium.com
[20] keet.io
[20] memgraph.com
[19] mirror.xyz
[19] towardsdatascience.com
[14] presenta.cc
[12] tortle.ninja
[10] substack.com

Top Domains in Tweet in G1:
[11] twitter.com
[1] messari.io
[1] pwc.com

Top Domains in Tweet in G2:
[78] twitter.com
[16] mirror.xyz
[16] medium.com
[6] zk.money
[3] lenster.xyz
[2] lens.dev
[2] youtube.com
[1] developerdao.com
[1] ensocollective.xyz
[1] lenswrap.tech

Top Domains in Tweet in G3:
[118] twitter.com
[14] medium.com
[14] memgraph.com
[6] techable.jp
[5] socialblabla.com
[5] google.com
[4] mastodon.social
[4] link3.to
[4] aginto.com
[3] linkedin.com

Top Domains in Tweet in G4:
[4] twitter.com

Top Domains in Tweet in G5:
[8] twitter.com
[5] shovel.company
[3] movetodon.org
[1] openfollow.me
[1] engatica.com

Top Domains in Tweet in G6:
[13] twitter.com
[5] searchcaster.xyz
[4] link3.to
[2] mirror.xyz
[2] github.com
[1] peatix.com
[1] spotify.com
[1] bress.xyz

Top Domains in Tweet in G7:
[10] twitter.com
[4] relationlabs.ai
[3] youtube.com
[1] t.me
[1] reurl.cc

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

Top Domains in Tweet in G10:
[1] mirror.xyz

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[215] wordpress
[214] social
[214] opengraph
[203] seo
[200] plugin
[191] preview
[175] web3
[173] marketing
[170] automation
[170] image



Top Hashtags in Tweet in G2:
[42] lensprotocol
[18] lens
[6] web3
[4] lensverse
[3] arweave
[2] nostr
[2] social
[2] blockchain
[1] smurfsociaty
[1] poweredbypolygon

Top Hashtags in Tweet in G3:
[15] memgraph
[12] nebulagraph
[11] python
[10] bigdata
[9] social
[8] graph
[8] docker
[8] flask
[7] socialmedia
[7] d3js

Top Hashtags in Tweet in G5:
[2] ai
[1] influencers
[1] artificialintelligence
[1] aisec
[1] aiethics
[1] technology
[1] emergingtech
[1] leaders
[1] marketing
[1] business

Top Hashtags in Tweet in G6:
[2] w3st
[2] web3
[2] cyberconnect
[1] web3socialnight
[1] link3
[1] cpinfrastructure
[1] cpdesoc
[1] cpcryptoecosystem

Top Hashtags in Tweet in G7:
[81] web3
[1] ambassador
[1] sbt
[1] 4everland

Top Words
Top Words in Tweet in Entire Graph:
[5372] social
[3885] graph
[1112] media
[1085] decentralized
[1044] messaricrypto
[1036] data
[838] users
[734] front
[731] desoc
[730] index

Top Words in Tweet in G1:
[1706] social
[981] messaricrypto
[709] graph
[697] desoc
[696] front
[696] decentralized
[692] ends
[689] data
[688] users
[687] separates

Top Words in Tweet in G2:
[578] social
[372] graph
[211] lensprotocol
[202] lens
[189] protocol
[143] decentralized
[93] one
[85] web3
[81] aaveaave
[80] deso

Top Words in Tweet in G3:
[377] social
[373] graph
[71] data
[69] network
[53] media
[44] more
[35] needs
[33] power
[27] time
[27] people

Top Words in Tweet in G4:
[720] index
[242] dior
[241] power
[241] brand
[240] sales
[240] name
[240] graph
[240] park
[240] social
[240] media

Top Words in Tweet in G5:
[154] graph
[154] social
[131] free
[126] february
[125] programs
[125] announcement
[125] run
[125] until
[125] service
[125] 9th

Top Words in Tweet in G6:
[222] solana
[147] social
[142] graph
[107] cyberconnecthq
[80] cyberconnect
[74] portable
[74] let's
[74] bringing
[74] time
[73] cyberconne

Top Words in Tweet in G7:
[128] relation
[116] relationlabs
[81] data
[81] #web3
[80] promising
[80] player
[80] strategically
[80] value
[80] harness
[80] partnering

Top Words in Tweet in G8:
[89] social
[88] product
[88] old
[88] linkedin
[88] generation
[88] uses
[88] years
[88] captive
[88] lots
[88] date

Top Words in Tweet in G9:
[166] nft
[85] market
[84] still
[83] social
[83] highest
[83] music
[83] cap
[83] entire
[83] value
[83] financial

Top Words in Tweet in G10:
[85] social
[84] exciting
[84] project
[84] changing
[84] team
[84] led
[84] decentralized
[84] built
[84] lens
[84] protocols

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2428] social,graph
[1092] social,media
[1012] decentralized,social
[718] social,desoc
[717] front,ends
[710] data,users
[710] underlying,social
[708] present,data
[708] graph,front
[708] desoc,separates

Top Word Pairs in Tweet in G1:
[709] social,graph
[696] decentralized,social
[692] social,desoc
[692] front,ends
[687] desoc,separates
[687] underlying,social
[687] graph,front
[687] data,users
[687] present,data
[687] ends,present

Top Word Pairs in Tweet in G2:
[366] social,graph
[122] decentralized,social
[90] graph,protocol
[78] lens,protocol
[75] one,huggee
[75] launching,social
[75] huggee,aaveaave
[75] protocol,beginning
[75] beginning,deso
[75] aaveaave,launching

Top Word Pairs in Tweet in G3:
[173] social,graph
[49] social,media
[43] social,network
[32] graph,needs
[25] tm,power
[15] social,networks
[14] graph,data
[12] avacus,social
[12] network,analysis
[12] network,graph

Top Word Pairs in Tweet in G4:
[240] lucky,graph
[240] index,park
[240] power,index
[240] jimin,name
[240] index,sales
[240] sales,index
[240] park,jimin
[240] media,index
[240] itself,brand
[240] index,power

Top Word Pairs in Tweet in G5:
[154] social,graph
[125] transport,social
[125] 9th,run
[125] run,free
[125] programs,transport
[125] february,9th
[125] public,service
[125] service,announcement
[125] free,programs
[125] until,february

Top Word Pairs in Tweet in G6:
[140] social,graph
[74] graph,solana
[74] solana,time
[74] solana,bringing
[74] time,portable
[74] portable,social
[74] bringing,solana
[74] cyberconnect,solana
[74] let's,cyberconnect
[73] cyberconnecthq,let's

Top Word Pairs in Tweet in G7:
[80] relation,promising
[80] relationlabs,harness
[80] promising,player
[80] harness,data
[80] #web3,relation
[80] data,value
[80] strategically,partnering
[80] value,#web3
[80] partnering,relationlabs
[79] huobi_incubator,strategically

Top Word Pairs in Tweet in G8:
[88] 20,years
[88] linkedin,date
[88] captive,social
[88] lots,spam
[88] uses,captive
[88] old,lots
[88] date,product
[88] years,old
[88] spam,older
[88] product,20

Top Word Pairs in Tweet in G9:
[83] nft,markets
[83] market,cap
[83] pfp,nfts
[83] nfts,still
[83] entire,nft
[83] value,music
[83] social,financial
[83] financial,value
[83] music,nft
[83] markets,social

Top Word Pairs in Tweet in G10:
[84] lens,exciting
[84] decentralized,social
[84] led,team
[84] social,media
[84] team,built
[84] changing,protocols
[84] built,industry
[84] project,led
[84] exciting,decentralized
[84] industry,changing

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@cyberconnecthq
@noahpinion
@lensprotocol
@fbbagholder
@borrowed_ideas
@bonecondor
@jinxidoru
@defiantnews
@mkitsak

Top Replied-To in G1:
@lensprotocol

Top Replied-To in G2:
@lensprotocol
@stanikulechov
@0xamol
@alchemylearn
@usediversehq
@lensterxyz
@kindeckapp
@irthusuresh
@thesoftdao
@kanavkariya

Top Replied-To in G5:
@marshallk
@lizwindsor10
@thricegreatalex
@eli_krumova
@shanselman
@dominiq

Top Replied-To in G6:
@cyberconnecthq
@filecoin
@ryansadams

Top Replied-To in G7:
@relationlabs
@wolf_financial

Top Mentioned
Top Mentioned in Entire Graph:
@messaricrypto
@lensprotocol
@pjm_vocal
@migueldeicaza
@cyberconnecthq
@relationlabs
@aliaksandrh
@protocol_review
@coinmarketcap
@star_okx

Top Mentioned in G1:
@messaricrypto
@spling_labs
@lensprotocol
@saypien_
@lensterxyz
@orbwagmi
@cyberconnecthq
@farcaster_xyz
@desoprotocol
@phaverapp

Top Mentioned in G2:
@lensprotocol
@aaveaave
@sandeepnailwal
@messaricrypto
@smurfssociety
@digital_diary1
@stanikulechov
@enso_collective
@firstvip61
@lensfansxyz

Top Mentioned in G3:
@gerhardmatthew1
@webmink
@phasmantistes
@dr_julija

Top Mentioned in G4:
@pjm_vocal

Top Mentioned in G5:
@migueldeicaza
@mattietk
@sageiear
@joinengatica
@getengati
@bookhaki
@ecairn
@eli_krumova
@shanselman
@patak_dev

Top Mentioned in G6:
@cyberconnecthq
@solana
@link3to
@litprotocol
@lattice_fund
@delphi_digital
@seinetwork
@wilsonwei777
@0xpolygon
@celoorg

Top Mentioned in G7:
@relationlabs
@huobi_incubator
@4everland_org
@kolya30002290
@themegaventures

Top Mentioned in G8:
@aliaksandrh
@humanguild

Top Mentioned in G9:
@star_okx
@nftgoio

Top Mentioned in G10:
@protocol_review
@lensprotocol
@0xpolygon

Top Tweeters
Top Tweeters in Entire Graph:
@remindme_ofthis
@manaloviring
@vonrosenchild
@ligayaloyola
@thehill
@3wombats
@jmramos1701d
@radiolondres6
@digestwordpress
@uhiiman

Top Tweeters in G1:
@masud_basheer
@chidinmaobasi9
@cryptoelitenews
@masisus
@ipakistani10
@n_livi
@luisbetx9
@cryptomaestro
@rugrugpudding
@nachothome

Top Tweeters in G2:
@chainlinkgod
@aldemanus
@devafri
@dabit3
@kiarakira_
@defi_dad
@alizarodrigo
@old_man_0
@paul__brainy
@zeldalaw007

Top Tweeters in G3:
@uhiiman
@suriyasubraman
@roccodallas
@davidcranmerun1
@acloza
@mbindwane
@xenocryptsite
@drmatthewhardy
@ymi56o2gtcrsnkb
@gerryoat_bot

Top Tweeters in G4:
@ligayaloyola
@pairrylland
@outroxmoonlight
@nuchpinkiepie
@neoppun_iya13
@zfkhg6yud6jkkbi
@rys8wmwvlu52af5
@talaalao
@filtersvminkook
@1013tteok

Top Tweeters in G5:
@judgedewie
@trumpy303
@techmemechatter
@jinxeptor
@stinsontimothy
@inside_cupboard
@eli_krumova
@epistemophagy
@chrisshort
@nholzschuch

Top Tweeters in G6:
@crypto___baby
@ryansadams
@0xhowhy
@htun59879572
@imanina_ismail
@cryptodragonite
@sphummar
@alborz5467
@celoorg
@traderdefi

Top Tweeters in G7:
@themegaventures
@wolf_financial
@tam77896650
@noriwts
@spidermonkeyllc
@cryptolowest
@deloris888
@retweeticp
@vera_bezymnaya
@run_tabi

Top Tweeters in G8:
@emilylemily123
@aliaksandrh
@basketman1011
@konoka0917
@reichanju1218
@ki_0205
@khlood1991
@humanguild
@yun001_y
@kenanasl424

Top Tweeters in G9:
@star_okx
@nftgoio
@natsuchang725
@bekah_allen97
@satoyoshi5386
@nana_ai_mi
@hattoritatsuma1
@osuinu1
@nanasemaru0322
@cokgita_

Top Tweeters in G10:
@littleone508
@kassi_rivera
@asma_zahara
@snsd_tiffanyh
@maru_yuzu1210
@irene_rv92
@0526atsuki
@_hannahacton
@poyotan11
@lbramich


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